diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index b824ff237d4b0f45ab4237eddf549f4ebb788d5f..93b93cc7206385d3cbb340658f8746468b86bb94 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": "20260517T120034Z", - "generated_at": "2026-05-17T12:04:07Z", + "snapshot_id": "20260517T180130Z", + "generated_at": "2026-05-17T18:08:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,6 +1049,527 @@ } ] }, + { + "cluster_id": "cluster-43998-10", + "summary": "Cluster of 10 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44025, + "issue_numbers": [], + "pr_numbers": [ + 43998, + 44001, + 44002, + 44004, + 44025, + 44026, + 44027, + 44028, + 44029, + 44030 + ], + 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"shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44004, + "right_pr_number": 44025, + "code_similarity": 0.161, + "size_similarity": 0.538, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.359, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44004, + "right_pr_number": 44026, + "code_similarity": 0.131, + "size_similarity": 0.473, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.241, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44004, + "right_pr_number": 44027, + "code_similarity": 0.123, + "size_similarity": 0.409, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.275, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44004, + "right_pr_number": 44028, + "code_similarity": 0.223, + "size_similarity": 0.849, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.353, + "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": [] + }, + { + "left_pr_number": 44004, + "right_pr_number": 44030, + "code_similarity": 0.209, + "size_similarity": 0.849, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.258, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44025, + "right_pr_number": 44026, + "code_similarity": 0.224, + "size_similarity": 0.88, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.322, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44025, + "right_pr_number": 44027, + "code_similarity": 0.205, + "size_similarity": 0.76, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44025, + "right_pr_number": 44028, + "code_similarity": 0.172, + "size_similarity": 0.633, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44025, + "right_pr_number": 44029, + "code_similarity": 0.165, + "size_similarity": 0.581, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.324, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44025, + "right_pr_number": 44030, + "code_similarity": 0.191, + "size_similarity": 0.633, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.432, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44026, + "right_pr_number": 44027, + "code_similarity": 0.286, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.755, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44026, + "right_pr_number": 44028, + "code_similarity": 0.146, + "size_similarity": 0.557, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.233, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44026, + "right_pr_number": 44029, + "code_similarity": 0.133, + "size_similarity": 0.512, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.205, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44026, + "right_pr_number": 44030, + "code_similarity": 0.143, + "size_similarity": 0.557, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.211, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44027, + "right_pr_number": 44028, + "code_similarity": 0.131, + "size_similarity": 0.481, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.235, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44027, + "right_pr_number": 44029, + "code_similarity": 0.122, + "size_similarity": 0.442, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.221, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44027, + "right_pr_number": 44030, + "code_similarity": 0.132, + "size_similarity": 0.481, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.236, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44028, + "right_pr_number": 44029, + "code_similarity": 0.23, + "size_similarity": 0.919, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.311, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44028, + "right_pr_number": 44030, + "code_similarity": 0.229, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44029, + "right_pr_number": 44030, + "code_similarity": 0.224, + "size_similarity": 0.919, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.266, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1809,281 +2330,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44018-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44068, - "issue_numbers": [], - "pr_numbers": [ - 44018, - 44068 - ], - "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 - ] - ] - } - ] - } - ] } ], "duplicate_issues": [], @@ -2151,13 +2397,21 @@ "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-43998-10", + "canonical_pr_number": 44025, "duplicate_pr_numbers": [ - 44018 + 43998, + 44001, + 44002, + 44004, + 44026, + 44027, + 44028, + 44029, + 44030 ], "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43998-10 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 2705a5acbe72454242d0b755f96b7bddcb8720e5..7d48b88a592acab0f6eb5f011f7451c3579fe32b 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": "20260517T120034Z", - "generated_at": "2026-05-17T12:04:07Z", + "snapshot_id": "20260517T180130Z", + "generated_at": "2026-05-17T18:08:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:24643", "issue:30277", @@ -32,7 +32,6 @@ "issue:42915", "issue:43039", "issue:43425", - "issue:43531", "issue:43541", "issue:43596", "issue:43638", @@ -65,7 +64,8 @@ "issue:45874", "issue:45901", "issue:45902", - "issue:45920" + "issue:45920", + "issue:46015" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -76,6 +76,7 @@ "issue:44292|issue:45237", "issue:30277|issue:35545", "issue:35545|issue:42915", + "issue:45901|issue:46015", "issue:35545|issue:41720", "issue:44509|issue:44512", "issue:35545|issue:36010", @@ -92,13 +93,14 @@ "issue:44292|issue:44457", "issue:34928|issue:44805", "issue:24643|issue:30277", + "issue:44457|issue:46015", "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:39290|issue:45081", "issue:45823|issue:45874", + "issue:39290|issue:45081", "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:34928|issue:41720", @@ -109,8 +111,8 @@ "issue:45507|issue:45685", "issue:43716|issue:44292", "issue:44292|issue:44918", - "issue:43039|issue:44918", "issue:41762|issue:43638", + "issue:43039|issue:44918", "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", @@ -128,379 +130,426 @@ "issue:45812|issue:45920", "issue:43866|issue:44863", "issue:43854|issue:43866", - "issue:39290|issue:43531", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "da6a3f199e7807061fab7cb571fb9b918b1be1615fe85a514fa79539e21d5134", + "prepared_review_unit_hash": "05303ae7a493ac02915bef920642dfc97a564b9b9c50607a4c7973709b3d2b8a", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 62, - "serialized_chars": 46384, - "estimated_input_tokens": 11596, - "estimated_eval_tokens": 23448 + "soft_pair_count": 63, + "serialized_chars": 46657, + "estimated_input_tokens": 11665, + "estimated_eval_tokens": 23586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate subgroups: ZeRO-3/Bert index-out-of-bounds failures and the v5 AutoTokenizer wrong-token-ID regression. Most other pairs share a broad subsystem but look like distinct bugs or regressions.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the tokenizer regression subgroup, covering multiple model families; issue:45812 looks like a narrower Granite-specific instance of the same v5 token-ID bug.", + "summary": "This cluster is mostly a mix of unrelated Transformers regressions and docs issues. The clearest duplicate theme is the v5 AutoTokenizer wrong-token-IDs regression, plus one Bert/DeepSpeed ZeRO-3 zero-size index bug and one mask-shape IndexError pair. Most other pairs are only broadly similar, not the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest and most current report of the tokenizer regression, spanning multiple model families; it subsumes the narrower Granite-only variant in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single anchor for the cluster because it captures the widest concrete bug pattern among the listed issues and is likely to subsume related reports.", + "best_issue_reason": "issue:45920 is the best anchor for the duplicate set because it describes the broader v5 AutoTokenizer regression and is the most representative active report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute access vs streaming chat/completions handling." + "reason": "Different failures: Qwen3_5Config missing attribute vs streaming chat/completions inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime problems; shared GPU/MoE context is too broad to call duplicate." + "reason": "Different model/runtime problems: AMD GPU support failure vs MPS histogram op on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are model-specific device/dtype issues, but with different models and failure modes." + "reason": "Different bug class: image preprocessor dtype mismatch vs model failure on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different concrete dtype/device mismatch cases; not the same bug." + "reason": "Autocast dtype mismatch and AMD GPU device issues are not the same underlying bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "AMD loading issue vs GraniteMoEHybrid invalid-method call are unrelated code-paths." + "reason": "Unrelated errors: AMD GPU load/runtime failure vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different Qwen NVFP4 runtime error vs AMD GPU loading failure." + "reason": "Different symptoms and code paths: NVFP4 runtime error vs AMD GPU incompatibility." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Collective mismatch under DeepSpeed Zero3 vs ONNX export failure are unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model/export related, but one is ONNX export and the other is FineGrainedFP8 runtime behavior." + "reason": "ONNX export bug and FineGrainedFP8 model failure are separate issues." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crashes and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and cudaErrorAssert during auto device mapping are different bugs." + "reason": "ONNX export error and device-map cuda assert are different failures." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup, but they target different removed features and likely separate edits." + "reason": "Both are docs regressions from v5 removals, but they target different obsolete docs content and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue and GenerationMixin import breakage are unrelated." + "reason": "Different areas: ONNX export vs GenerationMixin import path breakage." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Similar-looking tensor/device errors, but different models and failure surfaces." + "reason": "Mask/index shape mismatch and Gemma4 device_map forward mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention index/mask shape failures, but the model/setup context is different enough that they do not clearly match." + "reason": "Both are IndexError reports, but one is size-0 ZeRO-3 Bert loading and the other is mask/tensor shape mismatch; not the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same general IndexError family, but one is ZeRO-3/Bert size-0 initialization and the other is a mask-shape mismatch." + "reason": "Different underlying failures: ZeRO-3 Bert loading vs mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different problems: generic mask/tensor shape mismatch vs GPT-OSS MoE tensor-parallel failure." + "reason": "Shape mismatch error and GPT-OSS MoE TP issue are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different model/trainer paths; no clear same underlying bug." + "reason": "Both involve tensor/shape issues, but the affected paths and reported failures differ." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset vs ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different models and failure modes under DeepSpeed; not the same bug." + "reason": "DeepSpeed collective mismatch is not the same as Bert ZeRO-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert index-0-out-of-bounds failure; the newer report is just a non-pretrained Bert variant." + "reason": "Same concrete bug class: BertModel loading with DeepSpeed ZeRO-3 hits the same size-0 index error." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call vs GPT-OSS MoE tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross_entropy invocation and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/load mismatch." + "reason": "Incorrect detokenization and LoRA merge/save mismatch are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Quantized Qwen runtime error and LoRA merge mismatch are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and LoRA save/reload mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as a mask indexing error." + "reason": "Activation-checkpointing/FSDP recomputation error is not the same as the mask shape mismatch issue." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but one is a 2-D weight training error and the other is a collective mismatch." + "reason": "DeepSpeed training weight-shape error and collective mismatch are different bugs." + }, + { + "left": "issue:44457", + "right": "issue:46015", + "accept": false, + "reason": "LoRA weight merge inconsistency and outdated RAG docs are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same Qwen3_5Moe embedding class, but one is CPU-offload incompatibility and the other is uninitialized-memory after materialization; not clearly the same bug." + "reason": "Same module family, but CPU offload incompatibility and uninitialized-memory after to_empty() are different root causes." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Both involve zero-3 / model-parallel contexts, but the specific failure paths differ." + "reason": "ZeRO-3 Bert index error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save inconsistency are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failures with no shared code path." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing recomputation error is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:44457", + "right": "issue:46015", + "accept": false, + "reason": "LoRA output mismatch and docs cleanup are unrelated." }, { "left": "issue:43716", - "right": "issue:45685", + "right": "issue:45507", "accept": false, - "reason": "Different model families and different runtime errors." + "reason": "Image preprocessor dtype mismatch and invalid method call are unrelated." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Different dtype/device issues in different models; too broad to merge." + "reason": "Gemma3 config attribute error with vLLM and Mistral regex patch crash are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version compatibility and NVFP4 runtime error are unrelated." + "reason": "Torch version incompatibility is not the same as the Qwen-3 NVFP4 runtime error." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel issue are different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Different model/runtime problems despite both being numerical/backend issues." + "reason": "Qwen3.5 input-embedding unpacking failure and GPT-OSS TP failure are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to MPS histogram support." + "reason": "Video StopIteration in Qwen3-vl-embedding and MPS histogram error are different bugs." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "Different failures in different code paths; only broad backend overlap." + "reason": "Different failures: Mistral-3 image preprocessor dtype mismatch vs Qwen-3 NVFP4 runtime error." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer signature change are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram not implemented are unrelated." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import breakage are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid and MPS Int histogram error are unrelated." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "Different runtime bugs; no shared concrete code path." + "reason": "Different model-specific bugs with no shared root cause." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Both are index-out-of-bounds under ZeRO-3, but different models and likely different root causes." + "reason": "NVFP4 runtime failure and Qwen3.5 embedding unpacking failure are unrelated." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Different docs issues: return_all_scores behavior vs removed run command reference." + "reason": "Both are ZeRO-3 index errors, but the affected models and likely root causes differ; not enough evidence to treat as duplicates." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Gemma3 sliding_window/vLLM attribute issue and Qwen3 auto device mapping cuda assert are different." + "reason": "Liger Kernel cross_entropy issue and Qwen3.5 SFT embedding unpacking are unrelated." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Different product areas: AMD GPU loading vs table-question-answering crash." + "reason": "Both are docs problems after v5 removals, but they are different obsolete references and not the same issue." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Processor failure and device-mismatch forward error are not the same underlying bug." + "reason": "Mistral-3 dtype mismatch and Qwen3-vl-embedding video StopIteration are unrelated." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Liger Kernel cross-entropy invocation and video StopIteration are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram error are different bugs." }, { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model umbrella report." + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video processing failure and MPS Int histogram error are unrelated." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Checkpoint corruption and NemotronH checkpoint-loading failure are different issues." + "reason": "Liger Kernel cross_entropy call and autocast dtype mismatch are different failures." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Unit-test load failure vs checkpoint corruption are not the same bug." + "reason": "DeepSpeed collective mismatch and CustomTrainer signature breakage are unrelated." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Different Qwen/Gemma sliding-window problems with distinct symptoms and models." + "reason": "Activation checkpointing/FSDP recomputation error and GenerationMixin import breakage are unrelated." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Both are shape/index errors, but the reported models and contexts differ enough that they do not clearly duplicate." + "reason": "Liger Kernel cross_entropy call and mask/tensor shape mismatch are unrelated." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "Dtype mismatch in Mistral-3 vs GraniteMoEHybrid invalid method call are unrelated." + "reason": "Both involve ZeRO-3 and index errors, but Gemma3 loading and BertModel loading are different bugs." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram unsupported type are different bugs." + "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are unrelated docs issues." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Different model families and different backend failures." + "reason": "Gemma3 config attribute issue in vLLM and Qwen3 auto device map cuda assert are unrelated." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Different model/runtime contexts; not the same concrete bug." + "reason": "AMD GPU support problem and table-question-answering crash are different bugs." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Qwen NVFP4 runtime error and TRL SFT unpacking failure are unrelated." + "reason": "Processor failure for Voxtral and Gemma4 device_map forward mismatch are unrelated." }, { "left": "issue:43039", - "right": "issue:44918", + "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy call and TRL SFT trainer unpacking issue are unrelated." + "reason": "Liger Kernel cross_entropy issue and Qwen3-vl video StopIteration are unrelated." }, { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 index-out-of-bounds reports, but the model families and likely root causes differ." + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression: wrong token IDs across multiple model families; 45920 is the broader report." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Both are docs regressions in v5, but they refer to different removed features and should not be merged as duplicates." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are different problems." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Different Qwen/Gemma sliding-window failures, not the same code-path problem." + "reason": "Unit-test model loading issue and checkpoint corruption are unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/index shape mismatch and ZeRO-3 Bert zero-size index error are different failures." + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a size-0 ZeRO-3 Bert loading failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it identifies the two clearly supported duplicate subgroups (43596/43638 and 45812/45920) and otherwise treats the remaining pairs conservatively as likely distinct issues. The accepted soft-edge verdicts are supported by the issue titles and stay within the evidence available." + "feedback": "The anchor choice is well grounded: issue:45920 is the broader v5 AutoTokenizer regression and issue:45812 is its narrower Granite-specific variant. The summary stays conservative about the rest of the cluster, and the explicit duplicate accepts (43596/43638 and 45812/45920) are supported by the packet titles and descriptions." }, "evaluator_used": true, "retried": false, @@ -516,10 +565,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36010", "issue:39186", @@ -527,7 +576,6 @@ "issue:40990", "issue:41093", "issue:41762", - "issue:42915", "issue:43054", "issue:43296", "issue:43366", @@ -547,7 +595,6 @@ "issue:44291", "issue:44292", "issue:44387", - "issue:44530", "issue:44589", "issue:44841", "issue:44918", @@ -557,6 +604,7 @@ "issue:45070", "issue:45084", "issue:45161", + "issue:45237", "issue:45362", "issue:45399", "issue:45464", @@ -568,23 +616,27 @@ "issue:45800", "issue:45823", "issue:45901", - "issue:45902" + "issue:45902", + "issue:46015" ], "soft_pairs": [ + "issue:39290|issue:43531", "issue:43792|issue:45901", "issue:43425|issue:45070", "issue:43596|issue:45800", "issue:43975|issue:45901", + "issue:43975|issue:46015", "issue:43792|issue:45070", "issue:45362|issue:45464", "issue:44292|issue:45901", - "issue:39290|issue:45823", "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:45237|issue:46015", "issue:41093|issue:41762", "issue:45800|issue:45823", "issue:43296|issue:43366", @@ -592,141 +644,377 @@ "issue:44387|issue:45005", "issue:43541|issue:45161", "issue:43828|issue:45464", + "issue:44292|issue:46015", "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:43541|issue:44589", "issue:43054|issue:43994", "issue:45542|issue:45800", "issue:45759|issue:45902", "issue:40990|issue:44960", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:43716|issue:44918", "issue:45632|issue:45698", "issue:43404|issue:45005", - "issue:43645|issue:45399", - "issue:44530|issue:45005", - "issue:42915|issue:45399" + "issue:43645|issue:45399" ], - "prepared_review_unit_hash": "760f2b5f3289c04cd12e4a07530fe4a5fc9b83dde8ab9e673816e6bd3fbe2de2", + "prepared_review_unit_hash": "10055ea6439c30f9825b99c9a596e80fc8e32c016c6f5c3d5bfb36ea90d3427b", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38765, - "estimated_input_tokens": 9692, - "estimated_eval_tokens": 19640 + "soft_pair_count": 40, + "serialized_chars": 39273, + "estimated_input_tokens": 9819, + "estimated_eval_tokens": 19894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports. The only near-match is the custom-module loading pair, but the available metadata is not enough to confirm a shared root cause, so it should stay tentative rather than merged as a duplicate.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 45698 is the better anchor for the cluster: it states the broader from_pretrained/save_pretrained custom-module loading failure. Issue 45632 looks related, but the packet does not firmly establish that it is the same bug rather than a specific variant.", + "summary": "The cluster is mostly heterogeneous issue reports, not a true duplicate set. Only one soft pair looks plausibly like the same Siglip2 output-quality bug; the rest are different model families, code paths, or unrelated failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43994 is the best single issue to anchor on: it is the broadest concrete Siglip2 bad-output report, and it plausibly subsumes the only strong duplicate candidate (issue:43054).", "canonical_pr_reason": null, - "best_issue_reason": "Most actionable issue in the set: open and centered on a concrete custom-module loading path with a clear user-facing failure.", + "best_issue_reason": "issue:43994 is the strongest standalone issue in this set because it clearly describes a user-visible failure mode across AutoModel and pipeline, and it most closely matches the one plausible duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:45698", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Both involve custom-module loading, but the evidence is too thin to prove the same underlying bug; one points to a cache-path collision, the other to wrong module selection after save/load." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "Mostly conservative, but a bit too assertive for the evidence in the packet. The phrase \"open, clearly reproducible\" is not grounded by the supplied metadata alone, and the accepted 45632\u219445698 pairing is plausible but not strongly established beyond title similarity. Please keep the duplicate call softer unless the bodies explicitly show the same root cause." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 3, - "review_unit_count": 47, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-403", - "nodes": [ - "issue:36331", - "issue:38175", - "issue:39692", - "issue:41553", - "issue:41628", - "issue:41762", - "issue:42915", - "issue:42947", - "issue:43054", - "issue:43493", - "issue:43643", - "issue:43644", - "issue:43782", - "issue:43828", - "issue:43856", - "issue:43866", - "issue:43872", - "issue:43873", - "issue:43881", - "issue:43883", - "issue:43950", - "issue:43975", - "issue:44292", - "issue:44360", - "issue:44387", - "issue:44403", - "issue:44451", - "issue:44488", - "issue:44492", - "issue:44512", - "issue:44534", - "issue:44589", - "issue:44863", - "issue:44910", - "issue:44918", - "issue:44928", - "issue:44960", - "issue:45005", - "issue:45020", - "issue:45237", - "issue:45507", - "issue:45520", - "issue:45663", - "issue:45701", - "issue:45800", - "issue:45859", - "issue:45902" - ], - "soft_pairs": [ - "issue:44360|issue:44512", - "issue:43873|issue:45005", - "issue:44863|issue:45005", - "issue:44492|issue:44512", - "issue:44918|issue:45507", - "issue:43975|issue:44292", - "issue:43950|issue:44534", - "issue:44292|issue:45507", + "reason": "Both mention sliding-window behavior, but they involve different model families and different concrete failures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crashes are unrelated code paths." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch/version incompatibility is not the same bug as the PretrainedConfig pydantic field breakage." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-sensitive runtime issues, but the reported failures and environments are different." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization bug and outdated RAG examples are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/running failure is not the same as the pydantic config-field regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but the failures are in different surfaces and not clearly the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and an MPS histogram kernel error are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram support are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/dtype-adjacent, but the concrete failures and models differ." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern are unrelated issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are different bugs." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model support and documentation examples are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask length mismatch and zero-sized index error during Gemma3 loading are different failures." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is not the same as Gemma4 PLE device placement." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory regression and tied-weights translation issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch-dynamo grouped_mm failure and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "init_empty_weights argument handling and outdated RAG examples are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and pydantic PretrainedConfig field breakage are different code paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and streaming chat API failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code model breakage and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and pydantic config fields are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but they arise from different model-loading situations." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report Siglip2 producing bad outputs, and they plausibly stem from the same underlying model/preprocessing issue." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized memory in Qwen3.5 MoE rotary embedding are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and GLM5 are unrelated reports." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality and SFT embedding unpacking are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma-3 image/text dtype mismatch and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model loading, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug and translation-model tied-weight issues are different models and likely different code paths." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet-level evidence, and the only accepted soft pair (43054/43994) is a plausible Siglip2 duplicate from the titles. The remaining rejections stay safely within what can be inferred from the issue titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", "issue:39692|issue:43054", "issue:43644|issue:43950", "issue:43828|issue:44928", @@ -746,248 +1034,253 @@ "issue:44403|issue:44451", "issue:43643|issue:45020", "issue:43975|issue:45520", - "issue:43975|issue:45237", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:43881|issue:43883", "issue:41762|issue:42915", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "15c378b83f1c57bcf067669b20e229fb48e9ec7ffea7255ff33614baad816dc1", + "prepared_review_unit_hash": "f498f98b69d70dec413ba7d9fea9c2bb33ad3e5d18de6eecc9cfeb46d8c99aa8", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36587, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The duplicate cluster is mostly solid around the Transformers 5.x non-persistent-buffer regression: 43950, 43644, and 44534 all point to the same underlying corruption bug. Issue 45902 is related in the same area, but the packet only supports it as a narrower symptom, not a confirmed duplicate.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43950 is the best canonical representative because it describes the regression at the right level of generality\u2014`from_pretrained()` corrupting non-persistent buffers in Transformers 5.x\u2014and it is directly corroborated by 43644 and 44534. 45902 looks related, but this packet does not establish it as the same bug with enough certainty.", + "summary": "This cluster is mostly a set of unrelated transformers issues; the only clear duplicate-like pair is the v5 non-persistent buffer regression reports. The rest share model families or broad subsystems but describe different concrete failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue because it most clearly describes the underlying Transformers v5 non-persistent-buffer regression, and issue:44534 reads like a near-duplicate rewording of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest issue anchor for triage: it names the broad regression clearly, matches the shared non-persistent-buffer failure mode, and cleanly subsumes the confirmed duplicates 43644 and 44534.", + "best_issue_reason": "issue:43950 is the best global representative for the cluster\u2019s only true duplicate family: it is broad, mechanism-specific, and covers the regression more completely than the follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: Qwen3.5 cache crash vs tied-weights handling on translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failure modes: FP8 config error for Qwen3Moe vs flash-attn2 fallback gating." + }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated topics: a DSA indexer discussion vs a docs typo about a removed command." + "reason": "Unrelated: DSA indexer design discussion vs docs text cleanup." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling in translation models." + "reason": "Quantization/offloading behavior is not the same concrete issue as tied-weights regression." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different problem from translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to the removed transformers run command docs issue." + "reason": "Minor docs typo vs broader documentation removal notice; not the same bug/change." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model/code-path failures: Qwen3.5 input embedding unpacking vs GraniteMoEHybrid invalid method calls." + "reason": "Different model/trainer problem: Qwen3.5 SFT unpacking vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are model-related, but they involve different models and concrete failures with no shared underlying bug shown." + "reason": "Different model-specific regressions: detokenization bug vs Qwen loading error." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying non-persistent-buffer regression; both titles describe the same junk/corruption behavior in Transformers v5." + "reason": "Same underlying bug: Transformers v5 corrupting/filling non-persistent buffers with junk." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared bug: Qwen NVFP4 loading error vs GraniteMoEHybrid invalid method issue." + "reason": "Different bugs in different models; no shared concrete code path." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example error and the other is a text-embedding quality discrepancy." + "reason": "Both about SigLIP2, but one is a broken docs example and the other is a quality/performance discrepancy." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Direct duplicate reports of the same non-persistent-buffer junk/corruption regression." + "accept": false, + "reason": "Different regression: remote-code config fields vs non-persistent buffer materialization." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and failure modes: dtype mismatch under autocast vs Qwen3.5 position_ids/SDPA behavior." + "reason": "Different issues: autocast dtype mismatch vs Qwen3.5 gradient explosion/position_ids behavior." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API mismatch and Gemma3 DeepSpeed loading failure are unrelated." + "reason": "Different errors and code paths: custom trainer API mismatch vs ZeRO-3 loading failure." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Importing AutoImageProcessor and torch-version incompatibility are separate issues." + "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption is not the same as generic loading noise." + "reason": "Checkpoint corruption and load noise are not the same underlying bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "The packet only shows a narrower uninitialized-memory symptom after `meta \u2192 to_empty(cuda)`; it does not clearly establish the same non-persistent-buffer regression." + "reason": "Related theme, but 45902 is a specific inv_freq/meta-to_empty case and not clearly the same concrete failure as the general non-persistent-buffer regression." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Bitsandbytes unexpected-kwarg failure and missing Float8 storage type are different compatibility bugs." + "reason": "Different incompatibilities: bitsandbytes constructor change vs missing Float8 storage support." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Both involve tokenization/model behavior, but the reported failures and likely root causes differ." + "reason": "SigLIP2 embedding quality issue vs a generic tokenization-change report." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Molmo's tied-weights attribute error." + "reason": "Different model loading problems with different symptoms and causes." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but unexpected zero probabilities and degraded text embeddings are different symptoms with no clear same root cause." + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen-related, but Flash Attention crash from 3D position_ids is different from CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misparse vs CPU offload incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling is a different bug from non-persistent-buffer materialization corruption." + "reason": "Different model families and failure modes: Gemma4 FSDP2 key error vs Qwen3_5Moe buffer initialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral AutoTokenizer error and glm-4v loading failure are unrelated." + "reason": "Different loading failures for different models." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and int4 memory/OOM regression are different training-performance issues." + "reason": "Different training-memory concerns: LoRA checkpointing ineffectiveness vs int4 quantization OOM." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but embedding quality and HF-vs-JAX implementation discrepancy are not the same bug." + "reason": "Related SigLIP2 theme, but one is a quality complaint and the other is an implementation-drift report; not clearly the same bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific model load failure are different issues." + "reason": "Generic load noise vs a specific model loading failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "A missing-fields bug in AutoConfig with trust_remote_code is not the same as broad remote_code breakage." + "reason": "Remote-code config field omission is not the same as the broader recent breakage report." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization of a specific model and a Python 3.13 flash_attn import KeyError are unrelated." - }, - { - "left": "issue:43975", - "right": "issue:45237", - "accept": false, - "reason": "Different models and failures; no shared underlying code-path problem is evident." + "reason": "Different issues: detokenization bug vs Python 3.13 flash_attn import path problem." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Two separate model-loading complaints with no concrete shared bug." + "reason": "Different model-loading reports with different models and symptoms." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different training-performance problems." + "reason": "Different memory-related training concerns, not the same code path." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v loading and Molmo tied-weights attribute error are unrelated." + "reason": "Both are loading errors, but one is a model checkpoint load failure and the other is a missing attribute in save/load code." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8Config failure are separate model/config issues." + "reason": "Different models and unrelated runtime failures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are different model-loading failures." + "reason": "Different models and different loading-time bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 43950/43644/44534 cluster is well grounded, but the 43950\u219445902 duplicate call is too strong given the packet. 45902\u2019s title only shows an uninitialized-memory issue after meta\u2192to_empty(cuda) materialization; the packet does not clearly establish that it is the same non-persistent-buffer regression. Because soft-edge verdicts need to stay conservative, I can\u2019t accept this as written." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The canonical choice of issue:43950 over issue:44534 is well supported by the titles, and the summary does not overclaim mergeability or duplication beyond what the packet suggests." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1000,10 +1293,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:24643", "issue:30064", @@ -1068,12 +1361,12 @@ "issue:43404|issue:43950", "issue:43742|issue:45399", "issue:42915|issue:45020", - "issue:43638|issue:45823", "issue:43257|issue:43866", + "issue:43638|issue:45823", "issue:43792|issue:44220", "issue:43872|issue:44291", - "issue:42915|issue:43872", "issue:43940|issue:45313", + "issue:42915|issue:43872", "issue:41553|issue:44991", "issue:43854|issue:44863", "issue:36331|issue:41093", @@ -1089,238 +1382,238 @@ "issue:45325|issue:45902", "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "ebfd7b3d6b6706316dcf46caee9e35259dfa6eb8fddc944b4240d6d8bc325a14", + "prepared_review_unit_hash": "9fd36be0fe46164cc38937a06581964e54754b2c1ad8a4a9ccb66c8b9b54835b", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38071, - "estimated_input_tokens": 9518, - "estimated_eval_tokens": 19292 + "serialized_chars": 38064, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model-loading/training regressions, with only a few true duplicates. The clearest duplicate groups are the docs cleanup around removed v5 pipeline tasks, the bitsandbytes/_is_hf_initialized init_empty_weights TypeError, and the identical mask/tensor shape IndexError reports.", - "confidence": 0.78, - "canonical_issue_reason": "44291 is the most precise report of the bitsandbytes/_is_hf_initialized regression, naming the exact failing path and version; it best serves as the canonical issue for that duplicate pair.", + "summary": "This set is mostly a grab bag of unrelated transformer regressions, tokenizer/model-loading issues, and architecture-specific bugs. Only two soft pairs look like true duplicates: the two identical mask-shape IndexError reports, and the two docs issues about stale v5 pipeline references. The rest are broader similarity matches but not the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 41093 is the clearest canonical bug report: it is the earliest and most specific instance of the exact mask/tensor shape mismatch IndexError, and 44805 reads like a later duplicate of the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the strongest standalone issue in the cluster: concrete, reproducible, and root-caused, unlike the broader or more speculative reports nearby.", + "best_issue_reason": "Issue 41093 is the strongest overall issue candidate because it maps to an exact duplicate pair with 44805 and describes a concrete runtime bug rather than a broad thematic similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS Int histogram support vs Gemma4 PLE device placement mismatch." + "reason": "Both involve model/MoE-related runtime problems, but one is an MPS histogram/int limitation and the other is a device-mapping forward mismatch in Gemma4; different code paths and fixes." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is a hf4.x\u2192hf5.x compatibility break and the other is a tie_word_embeddings warning." + "reason": "Both mention Qwen3/MoE or LoRA warnings, but one is about cross-version LoRA usability on hf5.x and the other is a config warning about tie_word_embeddings; not the same bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Unrelated bugs: missing Qwen2_5_VL import vs bitsandbytes Int8Params/_is_hf_initialized TypeError." + "reason": "An import error for Qwen2.5-VL is unrelated to a bitsandbytes constructor incompatibility." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Too broad and different: remote_code regressions vs a device_map forward mismatch." + "reason": "Generic remote_code breakage is too broad to equate with a specific Gemma4 device mismatch in forward." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different root causes: tokenizer mapping helper failure vs generic remote_code breakage." + "reason": "Tokenizer-mapping behavior in add-new-model-like is a different subsystem and failure mode from remote_code regressions." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for a specific model vs flash-attn fallback gating; no shared code-path." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to flash-attn fallback gating." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime issues: autocast dtype mismatch vs device mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different issue from Gemma4 device placement under auto device map." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback blocking; unrelated fixes." + "reason": "Mistral tokenizer regex patch crash and flash-attn fallback blocking are separate bugs." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs regression after v5 pipeline removals; one is just a narrower phrasing of the same cleanup." + "reason": "Both report the same documentation regression: v5 docs still reference removed pipeline tasks / pipeline() examples for summarization and translation." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer codec/warning issue." + "reason": "Both mention recent-version regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer codec/regex problem." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different model bugs: untied lm_head weights vs non-persistent buffer corruption." + "reason": "A lm_head weight-tying bug in Mistral3 is unrelated to silent corruption of non-persistent buffers during from_pretrained()." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Key error loading MobileLLM vs flash-attn fallback gating; no same underlying defect." + "reason": "MobileLLM key-loading errors do not match flash-attn fallback logic." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Both are Qwen-related regressions, but one is a Qwen3_moe LoRA compatibility problem and the other is a generic remote_code breakage." + "reason": "Qwen3 MoE fine-grained FP8 failures and broad remote_code breakage are not the same underlying bug." }, { - "left": "issue:43638", - "right": "issue:45823", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "Different code paths: DeepSpeed ZeRO-3/Bert IndexError vs Gemma4 device mismatch." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a corrupted Ovis2 checkpoint." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:43638", + "right": "issue:45823", "accept": false, - "reason": "Different model-loading failures: Qwen3 MOE weight conversion vs Ovis2 checkpoint corruption." + "reason": "Zero3/Bert empty-index failures are not the same as a Gemma4 PLE device mismatch." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Possible audio-processing relation, but the titles are not specific enough to treat as the same bug." + "reason": "Whisper runtime failure and an _torch_extract_fbank_features() issue may both be audio-related, but there is not enough evidence they are the same concrete bug." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same bitsandbytes/_is_hf_initialized incompatibility; the second issue states the exact root cause and reproducer more clearly." - }, - { - "left": "issue:42915", - "right": "issue:43872", "accept": false, - "reason": "Both involve model/loading regressions, but they are different bugs with different failure modes." + "reason": "Both are TypeError/loading regressions involving _is_hf_initialized, but one is bitsandbytes-specific while the other is a generic init_empty_weights path; too different to merge." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Similar DeepSpeed ZeRO-3 symptoms, but different Qwen model families and different reported failure details." + "reason": "Both are ZeRO-3 weight-loading issues, but they involve different models and different missing-weight symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is unrelated to bitsandbytes __new__ keyword incompatibility." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer issues for different models; not the same underlying defect." + "reason": "Voxtral tokenizer loading and EMBEDDIA/est-roberta tokenizer loading are different model-specific failures." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-specific loading failures with no shared error path." + "reason": "GLM-4.7-Flash unit-test loading problems and NemotronH checkpoint loading failures are unrelated model implementations." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg vs tensor-mask shape mismatch; unrelated bugs." + "reason": "An unexpected compute_loss kwarg is unrelated to a tensor-mask shape mismatch IndexError." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Weight conversion under Accelerate/DeepSpeed vs gradient averaging under GAS; different layers of the stack." + "reason": "Both involve DeepSpeed/Qwen-family training, but one is missing MoE weight conversion and the other is gradient averaging with GAS; different bugs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention checkpointing, but one is LoRA checkpointing ineffective and the other is a missing model flag on a trust_remote_code variant." + "reason": "Gradient checkpointing being ineffective in PEFT LoRA is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code variant." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures: RLHF gradient explosion/SDPA fallback vs flash_attention.py handling of sink-less models." + "reason": "RLHF gradient explosion from 3D position_ids is not the same issue as flash_attention.py crashing on s_aux=None." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init error vs CLIPTokenizer max length constant; unrelated." + "reason": "bitsandbytes constructor incompatibility has nothing to do with CLIPTokenizer's huge model_max_length default." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask/tensor shape mismatch error class with essentially identical failure message; these look like duplicate reports of the same indexing bug." + "reason": "These are effectively the same bug: both report the same mask/tensor shape mismatch IndexError, with 44805 appearing to be a later instance of the exact same failure." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-related, but they concern different models and different failure modes." + "reason": "Bad tokenizer-loading error for Voxtral and failure to load cjvt/sleng-bert are different model-specific problems." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but the affected models and errors differ enough to keep separate." + "reason": "Both concern video-input regressions, but one is a broad v5.3.0 regression across several Qwen VL variants and the other is a specific StopIteration in Qwen3-vl-embedding; not clearly the same code-path." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention group crash vs NemotronH checkpoint loading failure; not the same bug." + "reason": "PagedAttentionCache linear_attention failure and NemotronH checkpoint loading are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training DeepSpeed weight-shape error vs image processor segmentation-map failure; unrelated." + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing failure are unrelated domains." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different rotary/positioning bugs on different architectures; no shared fix path." + "reason": "A Qwen2.5-VL rope-index scaling bug is unrelated to uninitialized inv_freq memory in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch; unrelated." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different feature/bug areas." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The three accepted duplicate pairs are defensible from the titles/body metadata: the docs pipeline-removal reports, the bitsandbytes/_is_hf_initialized TypeError reports, and the matching mask/tensor shape IndexError reports. No soft-edge verdict stands out as an overstatement, and the cluster-level summary matches the evidence." + "feedback": "The analysis is well grounded in the packet and stays conservative overall. The two accepted pairs are plausibly duplicates from their titles alone, and the rejected pairs are appropriately treated as only loose similarity matches rather than the same concrete bug. The summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1336,10 +1629,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36010", "issue:38175", @@ -1397,9 +1690,9 @@ "issue:43950|issue:45834", "issue:43550|issue:44910", "issue:43824|issue:43957", - "issue:43366|issue:44589", - "issue:42915|issue:43957", "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", "issue:44560|issue:44918", "issue:42617|issue:43366", "issue:36010|issue:42915", @@ -1407,15 +1700,15 @@ "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44560|issue:44805", - "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", + "issue:44877|issue:45030", "issue:43317|issue:44756", - "issue:43644|issue:44534", "issue:38175|issue:39692", - "issue:44960|issue:44977", + "issue:43644|issue:44534", "issue:42491|issue:43720", + "issue:44960|issue:44977", "issue:45313|issue:45357", "issue:41720|issue:42915", "issue:44451|issue:44488", @@ -1424,20 +1717,20 @@ "issue:43708|issue:44075", "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "f24971b2b5c110f07a07ae8f1558b0fb5567ccbca900b5f3470c3a3788d50a86", + "prepared_review_unit_hash": "dd136b8da26e92cd22c7e8dc4cd0ad4063386a6ca817d97a788af2cd5b0a81b3", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37191, + "serialized_chars": 37192, "estimated_input_tokens": 9298, "estimated_eval_tokens": 18852 }, @@ -1446,190 +1739,211 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issues. Only two duplicate pairs look strong enough to merge: the two custom-model initialization regressions and the two non-persistent-buffer regression reports.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44534 is the clearest canonical anchor for the non-persistent-buffer regression: it states the concrete Transformers v5 corruption bug directly and matches the near-verbatim duplicate 43644.", + "summary": "This cluster is not a tight duplicate set: it mixes unrelated bugs across model loading, training, quantization, device mapping, and specific model families. The soft-similarity pairs mostly share broad Transformers v5/regression language rather than the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44534 is the best single issue to represent the strongest duplicate pair in this set because it names the exact bug class and is more precise than the alternate duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same broad model family, but different failures: FSDP2 KeyError during training vs device-mismatch during forward. Not the same concrete bug." + "reason": "Different bugs: FSDP2 KeyError from per-layer shared_kv_states rebuild vs device_map auto PLE device mismatch in forward." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and unrelated symptoms (batched AudioFlamingo3 leakage vs Whisper empty-transcription generation)." + "reason": "AudioFlamingo3 batched inference embedding/token leak is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated topics: GGUF/gpt-oss support vs Qwen3-MoE sliding_window behavior." + "reason": "Both involve Qwen3-related names, but one is GGUF support for gpt-oss and the other is a sliding_window behavior bug in Qwen3-MoE; different code paths." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Both are loading/runtime issues, but one is a Transformers v5 buffer-corruption regression and the other is a long-OCR index error in Kosmos2.5." + "reason": "Non-persistent buffer corruption regression is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different attention paths (Bamba SDPA compile failure vs Qwen3.5 flash-attention crash)." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is a different issue from Flash Attention illegal memory access on Qwen3.5 caused by 3D position_ids handling." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a specific class vs meta-device model-loading breakage; not the same bug." + "reason": "Qwen2.5-VL import error and meta-device loading breakage are both loading-related but affect different models and failure modes." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43645", + "right": "issue:43646", "accept": false, - "reason": "Support request vs storage-type/type-error regression; no shared underlying code-path." + "reason": "Both mention Transformers 5/custom models, but one is notebook initialization and the other is general custom model initialization; too broad to be the same concrete bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different problems: Qwen3-MoE FP8 failure vs generic torch.device(\"meta\") loading breakage." + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading issues are distinct runtime paths." }, { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "These describe the same Transformers v5 custom-model initialization regression; one is just a notebook-specific reproduction of the same bug." + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen, but one is a video embedding StopIteration and the other is an SFT-trainer unpacking failure; different code paths." + "reason": "Qwen3-vl-embedding StopIteration in video handling is not the same bug as Qwen3.5 embedding unpacking with trl SFT trainer." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No shared bug: inability to run a script vs GGUF architecture support." + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failure are unrelated." + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated issues." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case vs Gemma4 PLE device mismatch; different subsystems and failure modes." + "reason": "Tokenizer mapping / add-new-model-like failure is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the evidence only shows similar bad outputs, not the same concrete bug or fix path." + "reason": "Both are about siglip2-base-patch16-224, but one reports zero probabilities and the other nonsensical AutoModel/pipeline outputs; not clearly the same concrete bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 _is_hf_initialized regression vs Kosmos2.5 OCR index error; unrelated." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failure modes and different model contexts; not the same bug." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Both involve config validation, but the model targets and likely fixes differ; too weak to merge." + "reason": "Both are index/error-shaped failures, but they involve different models and unrelated code paths." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3/Bert indexing failure is unrelated to add-new-model-like tokenizer mapping behavior." + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained BertModel is unrelated to tokenizer mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different issues: ZeRO-3/Bert index error vs tokenizer-mapping failure." + "reason": "ZeRO-3 BertModel index error and add-new-model-like tokenizer-mapping failure are distinct." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure and a tensor mask shape mismatch are unrelated." + "reason": "Tokenizer mapping failure is unrelated to the mask/tensor shape IndexError." }, { - "left": "issue:43317", - "right": "issue:44756", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Different loading issues: gpu+cpu offload dequantization vs mmap OOM mitigation." + "reason": "Strict config blocking granite_speech loading and tiny-random glm4v config validation are separate config-validation problems." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-verbatim duplicate reports of the same Transformers v5 non-persistent-buffer corruption regression." + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU+CPU offload dequantized model loading and disabling mmap on Strix Halo are different memory/loading issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both involve SigLIP2, but one reports zero probabilities and the other a docs-example model/processor mismatch plus quantization failure; not enough evidence of one shared bug." + "reason": "SigLIP2 zero probabilities and SigLIP2 doc example errors overlap on model family but the concrete bugs differ: runtime output issue vs documentation/model-processor mismatch and quantization failure." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:43644", + "right": "issue:44534", "accept": false, - "reason": "Completely different models and failures (GLM5 vs Qwen3.5 flash-attention generation)." + "reason": "Both are non-persistent buffer regressions, but they are separate reports with different versions and likely overlapping fallout rather than one concrete duplicate." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/qwen3_moe version incompatibility and BitNet packed-weight loading are different bugs." + "reason": "Qwen3 MoE LoRA compatibility across hf4.x/hf5.x is not the same as BitNet packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are unrelated model-specific bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different code paths and symptoms: ZeRO-3 weight loading vs save_pretrained key serialization." + "reason": "ZeRO-3 loading failure for language_model and incorrect visual encoder keys in save_pretrained are different problems." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different models and failures: Qwen3 device-map cuda assert vs Qwen3-MoE FP8 config issue." + "reason": "cudaErrorAssert on A800 with auto device mapping and Qwen3Moe FP8 failure are different runtime issues." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they involve different BERT models and there is no evidence they share the same underlying bug." + "reason": "Cannot load two different BERT checkpoints are likely same broad symptom, but the reports are model-specific and not enough to treat as the same underlying bug without stronger evidence." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility issue and gemma4 resize_token_embeddings propagation bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and mmap OOM on Strix Halo are distinct issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume max_steps miscalculation and SGD args not used are separate trainer/optimizer bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash and Qwen3-VL-30B-A3B-Instruct weight-shape mismatch are different model-loading bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted pairs look reasonably mergeable for the same bugfix, and the rejected pairs are phrased cautiously rather than overstating shared causality. No obvious overclaiming." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1641,10 +1955,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36010", "issue:39404", @@ -1712,256 +2026,256 @@ "issue:36010|issue:39404", "issue:43404|issue:43454", "issue:41720|issue:44155", - "issue:43425|issue:43957", - "issue:44402|issue:44488", "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:43425|issue:43957", "issue:42947|issue:45704", "issue:45663|issue:45759", "issue:43335|issue:45663", "issue:43873|issue:44387", - "issue:44291|issue:44756", "issue:45663|issue:45859", + "issue:44291|issue:44756", "issue:44155|issue:45823", "issue:44292|issue:44912", "issue:44387|issue:44756", "issue:43854|issue:45216", - "issue:43957|issue:44756", "issue:44743|issue:44960", + "issue:43957|issue:44756", "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "8b6e105dd047439290cb11385c8f075ebbb2d04edf68d53cdd5ea94923fc8340", + "prepared_review_unit_hash": "a8767c3fc4197710e86bf64b3d13df43a78cbdd235861e9e79e6d8735da5abb1", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37771, - "estimated_input_tokens": 9443, - "estimated_eval_tokens": 19142 + "serialized_chars": 37768, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated model-specific Transformer regressions. The only clear duplicate-like subgroup is the `resize_token_embeddings` propagation bug around Gemma4/T5Gemma, so that is the best canonical thread; the rest should stay separate.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45292 is the broadest statement of the `resize_token_embeddings` regression, and the Gemma4/T5Gemma reports look like model-specific manifestations of the same underlying problem.", + "summary": "Mostly a mixed set of unrelated Transformers bug reports. The only strong near-duplicate pair is around `resize_token_embeddings` not updating output embeddings across related model variants; the rest are same-subsystem but distinct defects.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45812 is the broadest, most central open report here: it describes a clear, user-facing tokenizer regression with multiple inbound references and likely impacts many Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the cleanest representative of the only convincing duplicate cluster in this set; it generalizes the same embedding-resize failure that shows up in the related model-specific reports.", + "best_issue_reason": "Issue 45812 is the best representative issue for this cluster because it is open, high-impact, and describes a concrete regression with wider model-family scope than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizer behavior, but they hit different model families and different failures: DeepSeek V3/R1 pre-tokenizer override vs Granite token-id regression." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be different code paths (`LlamaTokenizer` byte-level override vs Granite token IDs)." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but one is a broken doc example with model/processor mismatch and quantization issues; the other is a model loading/pipeline output regression." + "reason": "Both mention SigLIP2, but one is a docs example with model/processor mismatch and quantization issues while the other is a model/pipeline output-quality bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Completely different models and failure modes; Qwen3 MoE conversion under accelerate/deepspeed is not the same bug as GLM-4.7-Flash loading in tests." + "reason": "Different models and failure modes: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash loading in unit tests." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes, so this is too broad to merge." + "reason": "Both are loading-related, but they concern different models and different layers of the stack (model load vs tokenizer load)." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "These are distinct Qwen3-related load problems: one is hf4.x\u2192hf5.x LoRA compatibility, the other is a shape mismatch for Qwen3-VL-30B." + "reason": "Qwen3 MoE LoRA compatibility on hf5.x and Qwen3-VL weight-shape mismatch are distinct loading bugs." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization, but one is Qwen3 MoE training efficiency and the other is offloading failure with quantization; not the same concrete bug." + "reason": "Training-memory inefficiency and offloading-with-quantization are too different to be the same defect." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is custom model initialization in Jupyter notebooks." + "reason": "Both reference Transformers 5.0.0, but one is non-persistent buffer initialization and the other is notebook/custom-model initialization." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model-specific crashes: Qwen3.5 chat crash versus Gemma4Processor missing `_tokenizer` in serve." + "reason": "Different crash points: Qwen3.5 chat vs Gemma4Processor missing `_tokenizer` in serve." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "These are both memory-related, but one is training memory inefficiency and the other is int4 quantization reserved-memory/OOM behavior." + "reason": "Both are memory-related, but one is inefficient Qwen3 MoE training memory and the other is int4 quantization reserved-memory/OOM behavior." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the root causes differ: packed-sequence misinterpretation of position_ids versus `s_aux=None` AttributeError." + "reason": "Different attention failures: illegal memory access from misread 3D `position_ids` vs `AttributeError` on `s_aux=None`." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x\u2192hf5.x incompatibility is unrelated to the generic `resize_token_embeddings` output-embedding bug." + "reason": "Both involve model loading/resize-ish behavior, but they target different problems and code paths." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both describe the same `resize_token_embeddings` failure to update tied output/input embeddings, just surfaced in different model classes." + "accept": false, + "reason": "Very similar symptom, but they hit different model families and mention different affected embeddings; not enough evidence they share one exact bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "One is save/from_pretrained mishandling `extra_state`; the other is `init_empty_weights` rejecting `_is_hf_initialized`." + "reason": "Save/load extra_state handling and `init_empty_weights` `_is_hf_initialized` argument error are separate initialization/loading regressions." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` from `transformers.generation` and Whisper `return_language` pipeline behavior are unrelated." + "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated issues." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they are different multimodal model classes with no evidence of the same exact code-path bug." + "reason": "Both involve untied `lm_head`, but they appear to be separate model-specific omissions rather than one concrete shared bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "These are unrelated: Qwen3 device-map cuda asserts versus AudioFlamingo3 batched track-state leakage." + "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track-leak inference corruption are unrelated." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Torch version incompatibility is a dependency issue, while the meta-device report is a model-loading regression in Transformers 5.x." + "reason": "SigLIP2 docs/example problems and GLM5 loading are unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both involve tokenizer/model vocab problems, but the specific models and symptoms differ, so this is not a clear duplicate." + "reason": "Both are model/tokenizer loading complaints, but they concern different models and different root causes." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "SigLIP2 doc/model issues are unrelated to the GLM5 report." + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are different compatibility issues." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5/apex RMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states behavior and Qwen multimodal `text_config` unwrapping are different model-integration bugs." + "reason": "Gemma-4 FSDP2 shared-kv-state failure and Qwen 3.5/3.6 `text_config` unwrapping are separate architecture bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma-4 FSDP2 attention-state rebuilding are unrelated." + "reason": "Sparse-layer construction in SwitchTransformers and Gemma-4 attention state rebuilding are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading behavior and int4 reserved-memory OOM are related only at a very broad level, not as the same bug." + "reason": "Quantization offloading expectations and int4 reserved-memory OOM are not the same bug." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + "reason": "Gemma-4 FSDP2 attention-state bug and Qwen3_5 MoE rotary embedding CPU-offload incompatibility are different code paths." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Gemma-4 FSDP2 attention state handling and Qwen3_5Moe CPU-offload incompatibility are different issues." + "reason": "`init_empty_weights` loading error and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference state leakage is unrelated to Gemma4 device-mismatch during forward." + "reason": "AudioFlamingo3 batched inference leak vs Gemma4 PLE device mismatch are different model-specific issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and failures: NVFP4 loading error versus MXFP4 fallback to bf16." + "reason": "Two different quantization/loading failures on different models; no evidence they share the same root cause." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both involve OOMs, but one is int4 reserved-memory growth and the other is disabling mmap on Strix Halo." + "reason": "int4 reserved-memory regression and mmap-on-Strix-Halo OOM are different memory problems." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are separate model/load paths." + "reason": "GLM-4.7-Flash loading in unit tests and Qwen3.5 save_pretrained regression are unrelated." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:44743", + "right": "issue:44960", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same bug." + "reason": "Recurrent-state reset with cache and GLM5 loading are distinct bugs." }, { - "left": "issue:44743", - "right": "issue:44960", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Qwen3 recurrent-state reset with cache is unrelated to the GLM5 report." + "reason": "Meta-device loading breakage and mmap OOM on Strix Halo are unrelated memory/loading issues." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These are the same `resize_token_embeddings` defect, with 45276 being a model-specific manifestation and 45292 the broader report." + "reason": "Both report `resize_token_embeddings` failing to update output embeddings; the titles strongly suggest the same underlying resize/tie propagation bug across model variants." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "`save_pretrained` permission propagation and `from_pretrained` loading the wrong custom module are different custom-model save/load problems." + "reason": "`save_pretrained` permission propagation and loading the wrong custom module after save are different custom-class persistence issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly supported duplicate cluster is the resize_token_embeddings trio around 45276/45292/45335, and the other soft-edge rejections avoid overclaiming sameness across different model-specific failures." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The representative issue choice for 45812 is supported by its open status, multiple inbound references, and broad Granite tokenizer scope. The only accepted soft-edge pair, 45276 vs 45292, is a reasonable near-duplicate around `resize_token_embeddings` not propagating to output embeddings, and the remaining pairs are cautiously rejected with model- and bug-specific distinctions." }, "evaluator_used": true, "retried": false, @@ -1977,10 +2291,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36032", "issue:39404", @@ -2040,16 +2354,16 @@ "issue:45588|issue:45663", "issue:45292|issue:45335", "issue:43645|issue:44164", - "issue:44402|issue:44451", "issue:43257|issue:44863", + "issue:44402|issue:44451", "issue:43828|issue:43957", "issue:43425|issue:43828", - "issue:44683|issue:45823", "issue:44589|issue:44756", + "issue:44683|issue:45823", "issue:39404|issue:45701", "issue:43931|issue:44863", - "issue:43425|issue:45823", "issue:43906|issue:44530", + "issue:43425|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:44530|issue:45084", @@ -2060,251 +2374,251 @@ "issue:43994|issue:44079", "issue:43299|issue:43931", "issue:43425|issue:44918", - "issue:44589|issue:45084", "issue:39404|issue:44671", + "issue:44589|issue:45084", "issue:44164|issue:45759", "issue:36032|issue:43452", - "issue:43596|issue:44683", - "issue:44671|issue:44991" + "issue:44671|issue:44991", + "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "859dd7b0156528b7b121dc0b6663950ccc58462cf636f9fe085dd04c5f7eeae3", + "prepared_review_unit_hash": "184fcf0ea3155ac5b0a7776915ee2e9479b4adbe8e6540cc1b20bc071493ed62", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37968, - "estimated_input_tokens": 9492, - "estimated_eval_tokens": 19240 + "serialized_chars": 37973, + "estimated_input_tokens": 9494, + "estimated_eval_tokens": 19244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose cluster of Transformers v5 regression reports, not one tight duplicate set. The only clear duplicate-like pairs are the two tokenizer-embedding resize issues and the two Qwen3-VL loading reports; the rest are related at a broad subsystem level but describe different bugs.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43611 is the broadest, most representative report of the v5 model-loading breakage theme in this cluster.", + "summary": "Most candidate pairs are related only by broad subsystem or adjacent symptom, not the same concrete bug. The one clear duplicate is the token-embedding resize regression in 45292/45335.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the broad, model-agnostic statement of the resize_token_embeddings regression; issue:45335 is a specific t5gemma manifestation of the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it captures the most general loading-regression pattern rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45292 best represents the shared bug because it names the general API failure and is applicable beyond one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both involve training/gradient behavior, but the eval-mode checkpointing restriction is a different bug than the Qwen3.5 NaN/SDPA fallback issue." + "reason": "Both mention training/gradient behavior, but one is eval-mode checkpointing and the other is RLHF NaNs from 3D position ids; different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra state handling in save/from_pretrained and disabling mmap on Strix Halo are unrelated failure modes." + "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap on Strix Halo OOM." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is an eval-mode restriction; different code paths." + "reason": "Both involve gradient checkpointing, but one is LoRA/PEFT ineffectiveness and the other is eval-mode incompatibility." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen/VL models and strict-config loading for granite_speech are different issues." + "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are different code paths and failures." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init in Jupyter notebooks and Trainer resume/max_steps calculation are separate problems." + "reason": "Custom model initialization in v5 and Trainer max_steps on resume are unrelated." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are not the same bug." + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 shared_kv_states KeyError are different implementation bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both report resize_token_embeddings failing to update downstream output/decoder embeddings; same underlying embedding-resize bug." + "reason": "Same resize_token_embeddings bug; 45335 is just the t5gemma-specific symptom of output embeddings not updating." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-defined custom model initialization and extra_state serialization are different failure modes." + "reason": "Notebook custom-model init failure is not the same as extra_state save/load handling." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are related to loading, but not the same concrete defect." + "reason": "Both are model-loading failures, but they affect different models and different failure mechanisms." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and NemotronH checkpoint loading are separate model-loading regressions." + "reason": "Tokenizer vocab-size mismatch for one model is not the same as inability to load a different model." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are different code-path problems." + "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct issues." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is too broad and not the same as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch version incompatibility is broader infrastructure breakage, not the same concrete dtype-mismatch bug." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Torch>=2.9 flex_attention compilation and Gemma4 PLE device-mapping mismatch are unrelated." + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are distinct runtime issues." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression and tokenizer-version-dependent tokenization changes are different symptoms and code paths." + "reason": "Whisper pipeline return_language regression is not the same as general tokenization changes across versions." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are different model families and bugs." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Generic Torch incompatibility and Gemma4 device mismatch are not the same bug." + "reason": "Both are checkpoint-loading failures, but one is Qwen3-VL shape mismatch and the other is NemotronH checkpoint incompatibility." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of a prior issue and a PagedAttentionCache linear_attention crash are unrelated." + "reason": "An isolated repro of another issue and a PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch in forward." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 custom-model loading regressions, but one is base_model_prefix handling and the other is notebook-defined initialization; not the same concrete bug." + "reason": "Base_model_prefix loading failure and notebook-defined custom model init are related thematically but not the same concrete defect." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 dtype mismatch are separate issues." + "reason": "Torch compatibility breakage and Mistral-3 image-preprocessor/model dtype mismatch are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache group-type crash and template-node compilation error are different failures." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation TypeError are different failures." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs drift for return_all_scores and docs for removed pipeline tasks are both documentation issues, but not the same one." + "reason": "Both are docs-related, but they cover different removed/changed pipeline behaviors." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export export failure with torch_compilable_check and Perceiver non-default-resolution failure are different bugs." + "reason": "torch.export failures with torch_compilable_check and Perceiver interpolation failures are different bugs." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen video-input regression and a mask-shape IndexError are unrelated." + "reason": "Both mention model inference regressions, but the specific Qwen video-input issue is not the same as the mask shape IndexError." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 nonsense predictions and ModelOutput key assignment are separate problems." + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment with None are unrelated." }, { "left": "issue:43299", "right": "issue:43931", - "accept": true, - "reason": "Both concern Qwen3-VL / Qwen3VL model loading failing under v5, with shape-mismatch-style symptoms; same underlying loading regression is plausible." + "accept": false, + "reason": "Both concern Qwen3-VL loading, but the first is a dev-version MoE loading regression while the second is a specific checkpoint weight-shape mismatch." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch incompatibility and Qwen3.5 embedding unpacking are unrelated." + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking in TRL are not the same code-path problem." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Float8 storage lookup failure and non-template node compilation error are different issues." + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction regression are different model-specific bugs." + "reason": "Float8 storage lookup and non-template-node compilation errors do not share the same underlying bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state serialization and from_config text_config unwrapping are distinct loading/serialization issues." + "reason": "extra_state save/load handling is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer loading conflict and gguf_file breaking from_pretrained are unrelated." + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading failures are different loader bugs." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel index error and flex_attention compilation failure are unrelated." + "reason": "CamemBERT masked-LM prediction regression is not the same as tokenizer loading failure for est-roberta." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer-loading failure for est-roberta are different bugs." + "reason": "Deepspeed zero3 init IndexError and compiled flex_attention on newer torch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately cautious. The stated duplicate-like pairs are supported by the issue titles, and the rejected pairs are conservative rather than overstated. I don\u2019t see a soft-edge verdict that clearly stretches the evidence." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:45292 vs issue:45335, is well supported by the shared resize_token_embeddings regression and very high textual overlap. I don\u2019t see any overstatement of evidence in the rejected pairs." }, "evaluator_used": true, "retried": false, @@ -2323,7 +2637,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:32090", "issue:34567", @@ -2369,7 +2683,6 @@ "issue:45081", "issue:45084", "issue:45325", - "issue:45507", "issue:45584", "issue:45859", "issue:45987" @@ -2381,263 +2694,253 @@ "issue:44164|issue:44479", "issue:44737|issue:45859", "issue:43582|issue:43632", - "issue:44488|issue:45081", "issue:44661|issue:44683", - "issue:44488|issue:44987", + "issue:44488|issue:45081", "issue:40990|issue:43421", + "issue:44488|issue:44987", "issue:43611|issue:43644", "issue:44206|issue:44220", "issue:43716|issue:45084", "issue:43883|issue:44488", "issue:43643|issue:44530", + "issue:34567|issue:40444", "issue:36032|issue:42915", "issue:44811|issue:45584", - "issue:34567|issue:40444", "issue:44464|issue:45987", - "issue:44451|issue:44987", "issue:43452|issue:43482", - "issue:43541|issue:45084", + "issue:44451|issue:44987", "issue:43644|issue:43646", "issue:42915|issue:44530", + "issue:43541|issue:45084", "issue:43317|issue:43482", "issue:44849|issue:45325", "issue:36032|issue:43645", - "issue:44987|issue:44991", "issue:43883|issue:44991", - "issue:45084|issue:45507", - "issue:43089|issue:45987", - "issue:43404|issue:44466" + "issue:44987|issue:44991", + "issue:43404|issue:44466", + "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "82f6526c9a969a717069daf3215944d68901d8f966e67df95d94e465065d8b6a", + "prepared_review_unit_hash": "46942f74eee0aa0c64672379c3be520cfd75357c688cdb68e40994b6b55264e7", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37261, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36425, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues with a few theme overlaps around Transformers v5 regressions and model loading. I\u2019d keep only one soft match (GGUF loading) and reject the rest as different concrete bugs.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43644 is a clear, concrete Transformers v5 regression with broad model-initialization impact, making it a good representative issue for the cluster.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with a loose concentration around v5 model-loading/initialization breakages. The soft-similarity links are mostly topical, not true duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative of the v5 model-initialization/loading regressions in this set, so it is the best single issue to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest canonical choice: it is specific, version-linked, and broadly representative of the v5 regression-style problems appearing in this set.", + "best_issue_reason": "43646 is the most central umbrella report among the issues here, with a title that generalizes across several nearby loading/init regressions better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Different subsystems and failures: Trainer GPU broadcast TypeError vs Whisper pipeline return_language behavior." + "reason": "Different subsystems and failures: Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM avoidance; different root causes." + "reason": "Both are performance/memory-related, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM; not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they target different models and different failure paths (est-roberta load vs Mistral regex patch crash)." + "reason": "Both involve loading-related failures, but one is a tokenizer load regression for est-roberta and the other is a Mistral regex patch crash." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization/save-from-pretrained extra_state handling is unrelated to the Qwen2.5-VL video-input regression." + "reason": "Save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video input regression." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-related forward-pass bugs, but they affect different model code paths and are not the same underlying defect." + "reason": "XLNet CPU arange bug and Qwen3_5Moe CPU offload incompatibility are different model/code-path issues." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the v5 _is_hf_initialized regression are unrelated." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Different tokenizer failures for different models; no clear shared code-path bug." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Unrelated areas: tokenizer mapping logic vs compiled flex_attention on torch>=2.9." + "reason": "Tokenizer mapping add-new-model-like failure and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44488", - "right": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Both are loading failures, but for different models and likely different regressions." + "reason": "Different failures in different model paths: sleng-bert loading vs Mistral tokenizer regex patch crash." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity on gpt-oss-20b is unrelated to special-token post-processor updates in TokenizersBackend." + "reason": "High perplexity on gpt-oss-20b is unrelated to special-token post-processor updates in TokenizersBackend." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different underlying code paths." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct bugs." + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both touch audio feature extraction, but the titles point to different failure modes and not the same concrete bug." + "reason": "LasrFeatureExtractor center-arg crash and _torch_extract_fbank_features issue are related audio area bugs but not the same concrete failure." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to a template compilation TypeError." + "reason": "Mistral-3 dtype mismatch and compile non-template-node TypeError are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading a specific BERT model." + "reason": "Molmo missing all_tied_weights_keys is unrelated to the sleng-bert loading failure." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache group-type crash are different bugs." + "reason": "Missing fields from trust_remote_code AutoConfig is unrelated to Qwen3.5 PagedAttentionCache group-type crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to multi-image IterableDataset finetuning failure." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3 MoE FineGrainedFP8Config failure." + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both Whisper-related, but batch_decode skip_special_tokens behavior is not the same as empty-transcription generation failure after align_special_tokens." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; not the same bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is a different issue from StaticCache.get_seq_length returning the wrong type." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Both model-loading regressions, but on different models with no evidence of the same root cause." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length() returning the wrong type." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both are GGUF loading regressions in v5; 43452 is the generalized from_pretrained/gguf_file breakage, and 43482 is a specific model instance of the same issue." + "accept": false, + "reason": "GGUF from_pretrained breakage and Qwen2.5-GGUF loading failure are loading-related but not the same underlying defect." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Grouped_mm dynamo tracing failure and non-template-node compilation error are unrelated." + "reason": "Different model-loading regressions: ScandiBERT loading failure vs physical-intelligence/fast loading failure." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 init regressions, but one is non-persistent buffer junk and the other is custom model initialization; too broad to merge." + "reason": "Non-persistent buffer junk and custom model initialization are separate v5 regressions." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3 MoE FineGrainedFP8Config and Qwen3.5 PagedAttentionCache invalid group type are different failures." + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 cache group-type crash are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error for Mixtral is unrelated to the non-template-node compile error." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device_map offload loading failure is a different path from GGUF loading regression." + "reason": "device_map=auto dequantized offload failure is unrelated to Qwen2.5-GGUF loading regression." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Hidden-states bug in Qwen3.5 is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Different Qwen model bugs: hidden_states output issue vs rope index scaling for still images." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and Jupyter custom model initialization are not the same bug." + "reason": "Tokenizer add_special_tokens conflict and custom model initialization in Jupyter are unrelated." }, { - "left": "issue:44987", + "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different models and likely different tokenizer-loading regressions; same version range alone is not enough." + "reason": "Molmo tied-weights attribute error and est-roberta tokenizer loading regression are unrelated." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model-loading failures with no shared concrete code path." + "reason": "Both are version-related loading failures, but for different models and failure modes." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Mistral3 lm_head weight tying bug and device-dependent lm_head serialization inconsistency are related only loosely; not the same concrete bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type regression are different problems." - }, - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a model-specific untied-weight bug and the other is device-dependent serialization inconsistency; not the same concrete issue." + "reason": "Generation overhead/syncs performance issue is unrelated to StaticCache.get_seq_length() type contract regression." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice is supported by the issue text, and the one accepted soft match (43452/43482) is plausibly the same GGUF-loading regression. The rejected pairs are generally justified by different model paths or failure modes, without overstating similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2649,10 +2952,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36032", "issue:40444", @@ -2675,7 +2978,6 @@ "issue:43645", "issue:43646", "issue:43742", - "issue:43792", "issue:43819", "issue:43994", "issue:44062", @@ -2700,57 +3002,58 @@ "issue:45216", "issue:45325", "issue:45357", + "issue:45507", "issue:45542", "issue:45663" ], "soft_pairs": [ "issue:43262|issue:43377", + "issue:45084|issue:45507", "issue:43994|issue:44610", "issue:43646|issue:44534", "issue:43322|issue:43540", "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43377|issue:43819", - "issue:42915|issue:45084", "issue:44265|issue:44610", - "issue:44451|issue:45081", + "issue:42915|issue:45084", "issue:45216|issue:45357", + "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:42915|issue:44291", "issue:43404|issue:45127", + "issue:42915|issue:44291", "issue:43632|issue:44756", "issue:44062|issue:44987", - "issue:36032|issue:43742", "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:40444|issue:45325", "issue:43296|issue:43531", "issue:42915|issue:44589", - "issue:40444|issue:45325", - "issue:43531|issue:44877", "issue:43611|issue:44534", + "issue:43531|issue:44877", "issue:36032|issue:41720", + "issue:41553|issue:43582", "issue:43425|issue:44403", "issue:40990|issue:44811", - "issue:41553|issue:43582", "issue:44079|issue:45663", "issue:43632|issue:44534", - "issue:42175|issue:45542", - "issue:43792|issue:44589" + "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "8bb62c9f48b3130628f2de6138546da2786395e054524b4d4ade1aff3cf9a162", + "prepared_review_unit_hash": "f146fb3f049d77702666031853f30d2b6a420c82be2d4243510ab2cb795dfe74", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37221, + "serialized_chars": 37224, "estimated_input_tokens": 9306, "estimated_eval_tokens": 18868 }, @@ -2759,211 +3062,214 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a semantic grab-bag of Transformers regressions, with the strongest common thread being v5-era loading/serialization breakages. Most soft pairs are only loosely related by subsystem or model family, not by the same concrete bug.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43611 is the broadest representative of the main theme in this cluster: Transformers v5 loading regressions. Its title is generic enough to cover several nearby load/init failures, without being tied to one narrow model.", + "summary": "Most items are distinct model-specific bugs. The only clear duplicate pair is the Qwen3.5 save_pretrained regression, and the TensorFlow backend packaging issues also look closely related.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43632 is the broadest, clearest core regression: a v5 initialization flag break with wide downstream impact and a well-defined code-path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to represent the cluster because it captures the shared \u2018v5 breaks model loading\u2019 pattern more cleanly than the model-specific reports.", + "best_issue_reason": "issue:43632 is the best representative issue overall because it describes a central Transformers v5 regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is a batching/padding-mask correctness bug in MIMI." + "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is a batching/padding-mask correctness bug in MIMI; different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: template-node compilation vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and different failures: SigLIP2 bad outputs vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different vision bugs: SigLIP2 loading/pipeline output corruption vs OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage is not the same bug as non-persistent buffers being filled with junk." + "reason": "Both are v5 regressions, but one is custom-model init in notebooks and the other is non-persistent buffer corruption; not the same bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal loading/input errors, but Llava Next segfault and Qwen3OmniMoe video ValueError are distinct code paths." + "reason": "Different multimodal failures: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook/custom-model init failure is unrelated to the buffer-initialization corruption described in 44534." + "reason": "Notebook-specific custom model initialization issue vs buffer initialization bug; distinct problems." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise is not the same underlying problem as a tokenizer regex patch crash." + "reason": "Generic loading noise is not the same as the Mistral tokenizer patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio model families and different bugs: padding-mask batching vs DAC latent/forward mismatch." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to the template-node compilation error." + "reason": "Both touch audio token/codec-style models, but MIMI padding-mask mismatch and DAC STE mismatch are separate numerical bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure with torch_compilable_check is a different issue from OmDet-Turbo processor input sizing." + "reason": "torch.export/torch_compilable_check failure is unrelated to the OmDet processor size regression." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "A model load failure for ScandiBERT is not the same as the Mistral tokenizer regex patch crash." + "reason": "Qwen3MoE FP8 config failure and template-node compilation error are unrelated." }, { "left": "issue:45216", "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "These are related Qwen3.5 save_pretrained regressions, but 45357 is a narrower visual-encoder-key follow-up rather than the same concrete bug as 45216." + "reason": "Different model/tokenizer loading failures with no shared concrete bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failure modes: loading a specific model repo vs crashing inside Mistral regex patching." + "reason": "Physical-Intelligence model loading failure vs Mistral tokenizer regex patch crash; separate issues." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Feature-extraction audio issue and compiled flex_attention torch-version incompatibility are unrelated." + "reason": "Audio feature extraction bug and compiled flex_attention failure are unrelated." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different model/setup and different root cause: Qwen3Moe FP8 config vs init_empty_weights unexpected argument." + "reason": "Untied lm_head in a specific conditional-generation model is not the same as LoRA merge collapse with extended vocabulary." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Both touch tied weights, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse after vocab extension." + "reason": "FineGrainedFP8Config failure and init_empty_weights unexpected argument error are distinct initialization/configuration issues." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to the mmap/OOM issue on Strix Halo." + "reason": "Core v5 initialization-flag regression vs an mmap/OOM workaround on Strix Halo; unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Duplicate AddedToken special-arg handling is not the same as loading physical-intelligence/fast failing." + "reason": "AddedToken constructor argument conflict is unrelated to the Physical-Intelligence model loading problem." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen visual/video regressions, but one is broad video-input breakage and the other is a specific still-image rope-index scaling bug; not clearly the same concrete issue." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are different loading bugs." + "reason": "T5 tokenizer special-tokens conflict and MobileLLM key error are different loading bugs." }, { - "left": "issue:44479", + "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both concern Qwen vision/video behavior, but the broad video-input regression is not the same as the still-image temporal position_id scaling bug." + "reason": "Multiple-image iterable dataset failure is not the same as the Qwen2.5-VL rope-index scaling bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are unrelated failures." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure is not the same as the missing Float8 storage type issue." + "reason": "FP8 config failure is unrelated to the float8 storage lookup error." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is different from the Qwen2.5-VL rope-index scaling regression." + "reason": "base_model_prefix loading regression and non-persistent buffer junk are separate v5 breakages." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and strict-config loading for granite_speech are distinct problems." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Generic model-loading breakage is not the same bug as junk-filled non-persistent buffers." + "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-map cuda assert are unrelated." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Tokenizer loading conflict and Qwen3 auto-device-map CUDA assert are unrelated." + "reason": "Voxtral AutoTokenizer error-message issue and Apple Silicon caching allocator TypeError are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and loading noise are not the same concrete issue." + "reason": "Torch version incompatibility and generic loading noise are not the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss is unrelated to Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to the Apple Silicon warmup TypeError." + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are different bugs." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized regression and non-persistent buffer corruption are distinct v5 breakages." + "reason": "Although both are Transformers v5 regressions, they affect different subsystems and are not the same code-path problem." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Pip extras/backend dependency omission and tensorboard-without-TensorFlow backend errors are related only loosely, not the same bug." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper model runtime failure and missing Float8 storage object are unrelated." + "accept": true, + "reason": "Both point to the same TensorFlow backend packaging/dependency issue: torch extra installs/declares TensorFlow-related backend pieces incorrectly, leading to missing/undefined tf backend behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are grounded and conservative. The two accepted pairs are plausibly the same bugfix class from the packet titles: Qwen3.5 save_pretrained regression, and the TensorFlow backend packaging issue. The rejections avoid over-collapsing merely related model families or v5 regressions into duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2975,10 +3281,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:33666", "issue:35707", @@ -2999,6 +3305,7 @@ "issue:43644", "issue:43646", "issue:43749", + "issue:43792", "issue:43818", "issue:43856", "issue:43994", @@ -3031,229 +3338,236 @@ "soft_pairs": [ "issue:43421|issue:44568", "issue:43818|issue:45357", + "issue:43792|issue:44589", + "issue:33666|issue:40444", "issue:44683|issue:45020", "issue:44403|issue:44991", "issue:44462|issue:45812", - "issue:33666|issue:40444", - "issue:43482|issue:45538", "issue:43317|issue:43856", - "issue:43381|issue:45923", + "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:43381|issue:45923", "issue:35707|issue:40444", - "issue:44291|issue:44589", "issue:44079|issue:44534", "issue:43482|issue:43525", + "issue:44291|issue:44589", "issue:43377|issue:45491", "issue:43749|issue:44079", "issue:40444|issue:45381", - "issue:43531|issue:44291", - "issue:41720|issue:45081", "issue:43644|issue:44079", "issue:44265|issue:45072", + "issue:41720|issue:45081", + "issue:43531|issue:44291", "issue:45325|issue:45381", - "issue:42175|issue:43296", - "issue:43632|issue:45072", "issue:43994|issue:44898", + "issue:43632|issue:45072", + "issue:42175|issue:43296", "issue:43611|issue:43646", "issue:43454|issue:44466", "issue:45325|issue:45834" ], - "prepared_review_unit_hash": "c21410207077f01a4dd113af1719d7eafb9936856fbcedcda2f7a5482e66726f", + "prepared_review_unit_hash": "c55b7bc7fb2a48c73bab125f0cde18c11589ece5623d9b2c93cfb984a2b552cb", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35748, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports spanning different models, loading paths, and regressions. I found no high-confidence duplicate pair among the soft edges, so the cluster should not be merged as a duplicate set.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45020 is the best umbrella anchor: it is broad, well-documented, and represents a major transformer-v5 regression class rather than a narrow model-specific symptom.", + "summary": "Mostly a loose similarity cluster around Transformers v5/v5.x regressions, model-loading bugs, and a few Qwen/VL-specific issues; the soft links are thematic but not the same concrete bug in most cases.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-like report in the set: it captures the shared theme of recent Transformers versions breaking model loading/remote-code behavior, which best represents this mixed regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative and actionable issue in this mixed cluster, with the broadest scope and strongest discussion trail.", + "best_issue_reason": "issue:45020 is also the best global representative because it is the most general and central of the reports, while the others are narrower, model-specific manifestations or unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenization behavior, but one is runtime post-processor refresh and the other is add_special_tokens/BOS-EOS behavior for a specific tokenizer; not the same bug." + "reason": "Both concern tokenizer special-token behavior, but one is runtime post-processor refresh and the other is add_special_tokens/BOS-EOS insertion for a specific tokenizer." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model families and failure modes: Video-LLaVA tower architecture vs Qwen3.5 save_pretrained key serialization." + "reason": "Different subsystems and failure modes: Video-LLaVA tower weights/temporal attention vs Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated bugs: Whisper model runtime failure vs missing Float8 storage object." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Same model family, but different training failures and likely different code paths: multi-GPU training vs iterable-dataset multi-image batching." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Torch 2.9 flex_attention compilation failure is a distinct backend regression from remote_code model loading breakage." + "reason": "Different layers: compiled flex_attention on torch 2.9 vs a broad remote_code/model-loading regression in Transformers." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise and tokenizer-loading failure are separate symptoms in different code paths." + "reason": "One is generic loading noise/logging, the other is a concrete tokenizer-loading regression for a specific model." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer issues, but one ignores tokenizer.json while the other returns wrong Granite token IDs; not clearly the same defect." + "reason": "Both are tokenizer regressions, but one is ignoring tokenizer.json and the other is wrong token IDs for Granite models; not the same concrete bug." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Different Qwen2-VL/Qwen2.5-VL training workflows and distinct multi-image dataloader failure." + "reason": "Different problems: device_map/offload loading failure vs MoE training memory usage." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading under v5 and CLIPTokenizer model_max_length behavior are unrelated tokenizer/model-loading bugs." + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Device-map offload load failure and Qwen3 MoE training memory usage are different problems in different phases." + "reason": "Both affect training, but one is flash_attention_3 causing degenerate training and the other is a num_labels=1 loss edge case." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Both end in degenerate training, but one is flash_attention_3-specific and the other is a num_labels=1 loss formulation bug." + "reason": "Both mention gradient checkpointing, but one is eval-mode usage and the other is a missing capability flag on a trust_remote_code model." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failure." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different initialization path from Float8 storage resolution failures." + "reason": "Different generation/training scenarios: progressive generation with inputs_embeds/past_key_values vs multi-image fine-tuning." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are separate internal state-management issues." + "reason": "Different implementation bugs: ModelOutput key assignment vs non-persistent buffer serialization." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading regression and missing pad_token_id on Llama4Config are not the same underlying bug." + "reason": "Unrelated: GGUF loading vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are TypeErrors in v5-era loading, but one is init_empty_weights/_is_hf_initialized and the other is Float8 storage resolution." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Batch-vs-single MIMI padding-mask mismatch and Gemma3 NaNs from all-padding windows are different model-specific attention/padding bugs." + "reason": "Both are batching/masking-related, but one is missing padding-mask support in MIMI and the other is Gemma3 sliding-window NaNs." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key handling are unrelated subsystems." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING is unrelated to ModelOutput key assignment." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image prompt finetuning failure is distinct from Qwen2.5-VL video vision_position_ids regression." + "reason": "Both are Qwen2.5-VL issues, but one is iterable-dataset multi-image finetuning and the other is video vision_position_ids." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are different regressions." + "reason": "Different regressions: non-persistent buffers being filled with junk vs ModelOutput key assignment." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on A800 is unrelated to Mistral tokenizer regex patch crashes." + "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatches in inference." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment bugs are different internal behaviors." + "reason": "Different areas entirely: Qwen3 device mapping/cuda assert vs Mistral tokenizer regex patch crash." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatches are not the same code-path problem." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not confidently the same bug." + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input position ids; not clearly the same concrete defect." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Missing TensorFlow backend from pip extras and PaddleOCR-VL load failure are unrelated packaging/loading issues." + "reason": "Different model families and failures: SigLIP2 AutoModel/pipeline output vs Perceiver interpolation at non-default resolution." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized breakage in v5 is unrelated to dtype mismatches in bfloat16 inference." + "reason": "_is_hf_initialized handling and bfloat16 dtype mismatches are separate issues." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver resize/interpolation failure are different model-specific vision issues." + "reason": "Packaging/backend dependency issue vs a vLLM model-loading problem." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both mention transformers v5 breakage, but base_model_prefix loading and custom model initialization are separate failures." + "reason": "Related v5 breakage theme, but different concrete bugs: base_model_prefix loading vs custom model initialization." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision weight tying failure and lm_head.weight serialization inconsistency are related only at a high level; not the same bug." + "reason": "Both touch lm_head/tied weights, but one is a model-specific tie failure and the other is device-dependent serialization inconsistency." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL temporal position-id scaling and Kosmos2.5 OCR index error are different model behaviors." + "reason": "Qwen2.5-VL position-id scaling bug vs Kosmos2.5 OCR long-input index error are different failures." } ] }, @@ -3272,10 +3586,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:34634", "issue:35707", @@ -3329,42 +3643,42 @@ "soft_pairs": [ "issue:43792|issue:43957", "issue:42915|issue:43482", - "issue:43296|issue:45800", "issue:44387|issue:44617", + "issue:43296|issue:45800", "issue:43701|issue:45325", - "issue:44479|issue:45823", "issue:43881|issue:44488", - "issue:44291|issue:44877", + "issue:44479|issue:45823", "issue:43606|issue:44265", "issue:43262|issue:43746", - "issue:40990|issue:45584", + "issue:44291|issue:44877", "issue:44568|issue:45920", + "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:43873|issue:45701", "issue:44186|issue:44265", - "issue:35707|issue:41720", "issue:43606|issue:43819", + "issue:35707|issue:41720", "issue:41720|issue:45823", "issue:43454|issue:43550", - "issue:43377|issue:44610", "issue:43317|issue:43873", + "issue:43377|issue:44610", "issue:39692|issue:40444", "issue:43572|issue:45759", "issue:43377|issue:44898", "issue:43257|issue:45923", - "issue:43454|issue:45072", "issue:43526|issue:43883", + "issue:43454|issue:45072", "issue:40990|issue:42947", "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "db777973969792720703289d080eb2c5367d361d79033a059bfe131a5a350879", + "prepared_review_unit_hash": "37bb9ab5ff74410f167691d28aa8f2c6c222f6bbcc4caef8937626bd8f84472b", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, @@ -3379,186 +3693,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it contains many unrelated issue reports across model loading, tokenization, quantization, audio, vision, and device-mapping paths. None of the soft pairs look like the same underlying bug/change, so they should all remain separate.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items span distinct subsystems and failure modes rather than one duplicate family.", + "summary": "The set is mostly a heterogeneous mix of Transformers v5 regressions, model-loading failures, and device/offload bugs. I found no soft pair that looks like the same underlying defect, so all candidate duplicate links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here: it describes a v5 tokenizer bug affecting multiple models, so it is the best umbrella-style anchor among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate; none is a clear superset or central representative of the others.", + "best_issue_reason": "issue:45920 is the most representative issue to keep as the cluster\u2019s anchor because it is specific enough to be actionable yet broad enough to summarize a family of tokenizer regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different symptoms and scope: Whisper runtime failure vs a general torch.device(\"meta\") loading regression affecting multiple models." + "reason": "Both are model-loading failures, but they point to different breakages and different affected models; not the same bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Unrelated bugs: FineGrainedFP8Config failure for Qwen3Moe vs GGUF loading failure for Qwen2.5 under transformers v5." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "Different version stacks and failure modes: PaddleOCR-VL/vLLM load issue vs torch 2.4.1 and transformers 5.8.0 incompatibility." + "reason": "Different models and different failure modes: FineGrainedFP8Config vs GGUF loading under v5." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is a model-specific Sam3Video CUDA OOM." + "reason": "Both mention OOM, but one is a quantization memory regression and the other is a model-specific CUDA OOM; not the same code-path." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Different code paths: checkpoint resume key mismatch vs Qwen2.5-VL rope/position-id scaling bug." + "reason": "One is a PaddleOCR-VL/vLLM load failure, the other is a torch/transformers version incompatibility; too different." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Different models and issues: Qwen video-input regression vs Gemma4 PLE device mismatch during forward." + "reason": "Resume-checkpoint key mismatch and rope-index scaling are unrelated issues." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Separate model-loading failures for different checkpoints; no shared concrete bug is evident." + "reason": "Both are load failures, but on different models and with no evidence of the same root cause." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "One is an init_empty_weights argument regression; the other is strict config validation blocking granite_speech config loading." + "reason": "Video-input regression and device-mismatch during forward are different bugs in different model families." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different subsystems: CPU offload device mismatch vs torch.export failure around torch_compilable_check." + "reason": "CPU-offload device mismatch and torch.export failure with torch_compilable_check are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT checkpoint loading issue are unrelated." + "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are different subsystems and defects." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Different model/workflow failures: GPT-OSS perplexity anomaly vs Whisper empty-transcription generation failure." + "reason": "These are both loading-related, but one is init_empty_weights argument handling and the other is strict config validation." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and likely different root causes." + "reason": "Both involve tokenization, but one is a missing special-token insertion for one tokenizer while the other is wrong token IDs across many models; not clearly the same bug." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Unrelated: Bark voice_preset does not work vs progressive generation with inputs_embeds/past_key_values." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Different regressions: quantization/offloading behavior vs version-dependent tokenization changes." + "reason": "Quantization/offloading behavior and tokenization changes are not the same underlying problem." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding vs export failure with torch_compilable_check are different bugs." + "reason": "Tokenizer padding/truncation crash and torch.export failure via torch_compilable_check are unrelated." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "No common underlying bug: generation cache handling vs Qwen3 device-mapping cudaErrorAssert." + "reason": "Device mismatch on CPU offload and DAC.from_latents vs forward mismatch are different model behaviors." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents not matching forward pass." + "reason": "Both are generation/model-execution issues, but they involve different models and distinct failure modes." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and failure causes: Qwen3 auto device mapping assert vs Gemma4 PLE device mismatch." + "reason": "Different models and different device errors; not a plausible single merged fix." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to Bamba SDPA/torch.compile failure." + "reason": "Weight tying in AyaVision and torch.compile/SDPA failure in Bamba are unrelated." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Different modalities and root causes: MIMI batching/padding-mask bug vs OmDet-Turbo processor size mismatch." + "reason": "Both mention offload/quantization, but one is a dequantized-model load failure and the other is a broader offloading complaint; insufficient evidence of the same bug." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Both involve offloading/quantization, but one is dequantized-model loading with device_map=auto and the other is a broader offloading complaint." + "reason": "Padding-mask inconsistency in MIMI and OmDet-Turbo processor/model size mismatch are different issues." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/model-processor mismatch and quantization example errors are unrelated to Qwen2.5-VL multi-image finetuning failure." + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL finetuning with multi-image batches are unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Different config regressions: missing pad_token_idx in StableLmConfig vs not unwrapping text_config for composite multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for Qwen multimodal configs are different config bugs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different image/audio preprocessing bugs: MIMI padding-mask mismatch vs Perceiver non-default resolution failure." + "reason": "Both are vision-related correctness bugs, but one is batch padding-mask behavior and the other is interpolation at non-default resolution." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Distinct issues: Qwen3 MOE weight conversion under accelerate/deepspeed vs missing supports_gradient_checkpointing flag." + "reason": "Accelerate+DeepSpeed MoE weight conversion and a missing supports_gradient_checkpointing flag are unrelated." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Different bugs in different models: weight tying corruption vs dtype mismatch during bfloat16 inference." + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated implementation bugs." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Unrelated issues: BeitImageProcessorFast reduce_labels bug vs Molmo missing all_tied_weights_keys attribute." + "reason": "Weight tying and dtype mismatches in bfloat16 inference do not share the same fix path." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Different problem domains: perplexity regression on GPT-OSS vs gradient checkpointing ineffectiveness with PEFT LoRA." + "reason": "High perplexity on a benchmark and ineffective gradient checkpointing with LoRA are unrelated." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model loading failures for different models; no evidence of a shared defect." + "reason": "A model-loading failure for glm-4v-9b and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." } ] }, @@ -3577,10 +3891,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36331", "issue:40990", @@ -3636,75 +3950,75 @@ "issue:43749|issue:44534", "issue:43454|issue:43720", "issue:41720|issue:43322", - "issue:43296|issue:44877", + "issue:43296|issue:44991", "issue:41720|issue:44977", "issue:44008|issue:45823", "issue:42617|issue:42915", "issue:40990|issue:45701", "issue:43404|issue:45357", - "issue:45632|issue:45684", "issue:44186|issue:45072", - "issue:44423|issue:45406", - "issue:43577|issue:43708", + "issue:45632|issue:45684", "issue:44387|issue:45704", - "issue:44877|issue:44991", + "issue:43577|issue:43708", + "issue:44423|issue:45406", "issue:43873|issue:44756", "issue:36331|issue:42617", - "issue:36331|issue:42915", + "issue:44877|issue:44991", "issue:43550|issue:43720", + "issue:36331|issue:42915", "issue:43450|issue:45701", "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:44479|issue:44918", - "issue:41720|issue:42617", "issue:43550|issue:43606", - "issue:42915|issue:43317", + "issue:41720|issue:42617", "issue:43316|issue:44913", + "issue:42915|issue:43317", "issue:43295|issue:45701", "issue:43526|issue:43881", "issue:44671|issue:44743", "issue:41720|issue:45161" ], - "prepared_review_unit_hash": "055bb3b15fe5c63f4e0d8b5ff9018299da87fcbac732b251cd536d1a89a09aa1", + "prepared_review_unit_hash": "da369654bd89d2681a7ed69250cbe8a1ae0d8a909df13df765b9014fcac4c107", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37368, - "estimated_input_tokens": 9342, - "estimated_eval_tokens": 18940 + "serialized_chars": 37360, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a mixed set of unrelated model-, tokenizer-, loading-, and trainer-specific bugs. None of the soft pairs look like the same underlying defect closely enough to merge, so there is no single canonical issue for this cluster.", - "confidence": 0.92, + "summary": "This is a heterogeneous set of Transformers issues, and the soft-similarity pairs mostly look like false positives. They share broad themes like loading, offloading, tokenization, and multimodal models, but not the same concrete bug or code path.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a true canonical duplicate for this set; if one representative is needed, issue 43873 is the broadest offloading/quantization report and has the strongest cross-reference signal, but it still does not cover the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve saving/serialization, but the bugs are different: tied lm_head serialization vs incorrect visual encoder keys for Qwen3.5." + "reason": "Both are save_pretrained-related regressions, but one is tied-weight serialization and the other is visual encoder key handling for Qwen3.5; different bugs." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both mention v5/loading regressions, but one is FSDP CPU-efficient loading and the other is non-persistent buffer initialization; different fixes." + "reason": "Different failure modes: FSDP CPU RAM efficient loading vs non-persistent buffers being filled with junk." }, { "left": "issue:43454", @@ -3716,175 +4030,175 @@ "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Separate failures on different models: CUDA assert with auto device mapping vs segfault loading Llava Next." + "reason": "Different symptoms and contexts: Qwen3 auto device-map CUDA assert vs Llava Next segfault on load." }, { "left": "issue:43296", - "right": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "One is a PaddleOCR-VL/vLLM load failure, the other is strict config blocking granite_speech; only loosely related to loading." + "reason": "Both involve loading/tokenization, but they affect different models and distinct breakages." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is device-mapping CUDA assert and the other is flash-attention generation behavior." + "reason": "Same broad model family, but one is an A800 CUDA assert under auto device mapping and the other is a flash-attention generation regression." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-family, but the concrete bugs differ: variable name collision in Gemma3n vs device mismatch in Gemma4 PLE." + "reason": "Different Gemma generations and different bugs: variable name collision in forward vs device mismatch with auto device_map." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated: a 3d_parallel.py runtime issue versus a FineGrainedFP8Config failure on Qwen3Moe." + "reason": "Unrelated: a 3d_parallel.py runtime issue vs a Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on GPT-OSS-20B is not the same defect as a tokenization behavior change across versions." + "reason": "WikiText perplexity on gpt-oss-20b is not the same as a tokenization-version change regression." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different bugs: Mistral3 lm_head tying vs Qwen3.5 visual encoder key serialization." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Both are save/load path issues, but one is cache path collision and the other is file permission propagation; not the same bug." + "reason": "Different models and bug classes: untied lm_head weights vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both crash in serve, but the failing attributes and models differ: str.to on multimodal inputs vs Gemma4Processor._tokenizer." + "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "One is a dtype loading bug in Blip2; the other is a Trainer max_steps resume calculation bug." + "reason": "Both are memory-related, but one is int4 quantization OOM in v5 and the other is a T5 apex RMSNorm memory leak." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different regression classes: int4 CUDA memory growth vs apex.FusedRMSNorm memory leak in T5." + "reason": "Unrelated issues: dtype remaining float32 in BLIP2 vs Trainer max_steps miscalculation on resume." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Both are load failures, but config strictness and tokenizer loading are different root causes." + "reason": "Both crash in serve, but the concrete failures differ: string .to() misuse vs missing _tokenizer on Gemma4Processor." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch memory/offload, but one is quantization offloading behavior and the other is Strix Halo mmap OOM." + "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer.compute_loss signature break is unrelated to a 3d_parallel.py execution failure." + "reason": "Completely different areas: CustomTrainer compute_loss signature regression vs 3d_parallel.py startup failure." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Different failures: Trainer API mismatch versus Qwen3Moe FP8 loading." + "reason": "Different root causes: strict config validation vs tokenizer loading regression for a specific model." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA on Bamba is a different code path from accelerate loading of packed BitNet weights." + "reason": "Different bugs: torch.compile/SDPA failure vs packed weights not unpacked during accelerate loading." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature breakage is unrelated to Qwen3Moe FineGrainedFP8Config loading failure." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Incorrect batched video processor shapes are unrelated to version-dependent tokenization changes." + "reason": "Video processor batching shape bug is unrelated to tokenization changes across versions." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision preprocessing issues, but one is wrong processor output size and the other is non-default resolution handling in Perceiver." + "reason": "Both are image-size/processor issues, but they affect different models and different preprocessing expectations." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to OmDet-Turbo image size mismatch." + "reason": "Tokenizer crash for NER inputs is not the same as OmDet-Turbo producing the wrong image resolution." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is input-embedding unpacking in TRL SFT training." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the 3d_parallel.py failure." + "reason": "Different Qwen3.5 failures: video input regression vs SFT trainer embedding unpacking." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile/SDPA failure is not the same as a CPU-offload device mismatch on suno/bark-small." + "reason": "Different concrete failures: torch.compile+SDPA on Bamba vs device mismatch during CPU offload on Bark." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Different loading problems: FineGrainedFP8Config failure vs dequantized model load failure with device_map=auto." + "reason": "Different subsystems and symptoms; no shared underlying bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Config API discrepancy and GPTNeoX rotary_pct reload regression are different configuration bugs." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both touch model loading/quantization, but the failures are distinct and model-specific." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A processor.tokenizer/image-passing regression is not the same as a broad tokenization change across versions." + "reason": "Custom model processor/tokenizer regression is broader in appearance, but not the same bug as a version-to-version tokenization change." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT Fast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to glm-4v-9b loading failure." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction corruption is unrelated to Qwen3.5 recurrent-state reset behavior." + "reason": "Different model families and different code paths: CamemBERT masked-LM predictions vs Qwen3.5 cache state reset." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention Qwen/GPT-OSS family problems, but one is CUDA assert with auto mapping and the other is tensor parallelism not working for GPT-OSS MoE." + "reason": "Both concern Qwen/GPT-OSS models, but the reported failures are different: CUDA assert on load vs TP-only not working." } ] }, @@ -3903,10 +4217,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:30064", "issue:33357", @@ -3968,12 +4282,12 @@ "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:33357|issue:35707", + "issue:43606|issue:43720", "issue:43421|issue:45701", "issue:30064|issue:34634", - "issue:44492|issue:44509", "issue:41720|issue:43746", - "issue:43606|issue:43720", "issue:43550|issue:43653", + "issue:44492|issue:44509", "issue:43873|issue:45704", "issue:44514|issue:44545", "issue:43606|issue:43653", @@ -3984,218 +4298,218 @@ "issue:44625|issue:45479", "issue:43421|issue:43927", "issue:44368|issue:45357", + "issue:44898|issue:45072", "issue:43782|issue:45381", - "issue:44451|issue:44991", - "issue:44898|issue:45072" + "issue:44451|issue:44991" ], - "prepared_review_unit_hash": "0cd57974f2896455cf38930e2c6d37761d7d992c22e38e53d9b9e343e170dc44", + "prepared_review_unit_hash": "58f1cdaa43ac0a9e014c8e6216b0bec35e15e18fa51b3140782fb20a7750be72", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36654, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 36657, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated despite surface similarity. Only issue 44514 and issue 44545 look like true duplicates of the same Qwen2_5_VLProcessor batched-padding crash.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 44545 is the best canonical issue in the set because it is part of the only exact duplicate pair, has the same concrete repro as 44514, and carries slightly more discussion/inbound reference signal.", + "summary": "Most candidates are unrelated bugs across different models/subsystems. The only clear duplicate pair is the two Qwen2_5_VLProcessor.apply_chat_template crash reports with the same batched-input + padding=False failure mode.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the cleaner canonical issue: it names the exact crash path, and issue:44545 appears to report the same batched-input/padding=False failure with near-identical reproduction.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the strongest issue to keep as representative: it names the exact failing code path, matches 44514 nearly verbatim, and appears to be the more established report.", + "best_issue_reason": "issue:44514 is the best issue representative because it is specific, actionable, and has an almost identical duplicate counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Different bugs in different tokenizer paths: Mistral regex patch crash vs Granite token-id regression." + "reason": "Both are tokenizer-related, but one is a Mistral regex-loading crash and the other is a Granite token-ID regression; different code paths and failures." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs StableLm config missing pad_token_idx." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different model families and failures: Qwen3OmniMoe video ValueError vs Qwen3VL weight_only load error." + "reason": "One is a video-input processing error in Qwen3OmniMoe; the other is a from_pretrained weight_only loading error in Qwen3VL." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to a script execution problem for 3d_parallel.py." + "reason": "GenerationMixin import failure and a 3d_parallel.py runtime problem are different issues." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime special-token post-processor update bug is not the same as Granite token IDs being wrong." + "reason": "Both involve tokenizers, but one is about runtime post-processor updates and the other is a silent wrong-token-ID regression; not the same bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers and failure modes: LayoutLMv2 batching crash vs MLuke AttributeError." + "reason": "Different tokenizer classes and different failure modes (NER/batching crash vs AttributeError on tasks)." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are separate loading/runtime issues." + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are distinct model/runtime problems." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metrics label dropping and SAM3 text/bbox weirdness are different subsystems and symptoms." + "reason": "Metric gathering label truncation and SAM3 text/bbox odd behavior are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to Qwen3.5 streaming chat/completions failures." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error on CLIP model loading is not the same as generation with inputs_embeds/past_key_values." + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "A runtime special-token update bug is not the same as a broad tokenization version-change regression." + "reason": "A specific tokenizer post-processor bug is not the same as the broader 'tokenization changes' report." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation maps and Bark voice_preset are unrelated model/data-path bugs." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A docs typo is not the same as stale pipeline-task documentation after v5 removal." + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and GraniteSpeech PEFT local-load failure are different code paths." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different code paths." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are separate loading/offload defects." + "reason": "Bamba torch.compile/SDPA and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are separate documentation issues." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are not the same bug." + "reason": "Quantization offloading behavior and the T5 FusedRMSNorm memory leak are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Near-verbatim duplicate: both report Qwen2_5_VLProcessor.apply_chat_template crashing on batched input with padding=False." + "reason": "Same concrete crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False; titles and failure mode match closely." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device-mismatch CPU offload bug is unrelated to BigBirdTokenizer mask-token registration." + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is not the same as AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Qwen3-MoE sliding_window issue and composite Qwen 3.5/3.6 text_config unwrapping are different bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local-model import warning and a multimodal video-token helper bug are unrelated." + "reason": "Local-path import warning and undefined video-token helpers in multimodal token counting are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure and Qwen3 device-mapping cudaErrorAssert are different problems." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss classification are different sequence-classification issues." + "reason": "Config propagation for num_labels and degenerate zero-loss behavior are not the same bug." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Special-token post-processor updating and DiaConfig losing custom token IDs after save/load are distinct bugs." + "reason": "Tokenizer backend post-processor updates and DiaConfig save/load custom token ID loss are different issues." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "tie_word_embeddings warning in Qwen3.5 LoRA training is unrelated to incorrect visual-encoder keys in save_pretrained." + "reason": "A warning about tie_word_embeddings and incorrect visual-encoder keys on save_pretrained are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatches in bfloat16 inference are different problems." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading error is not the same as Qwen2.5-VL video vision_position_ids being wrong." + "reason": "Qwen3VL weight_only loading error and qwen2.5-vl video vision_position_ids bug are distinct." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Failed model loading for ScandiBERT and tokenizer loading regression for est-roberta are different model-specific issues." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver image-classification interpolation bug and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Different tokenizer-loading reports for different models; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: issue 44514 and 44545 are near-verbatim duplicates with matching titles and compatible repros, and the inbound-reference counts support choosing 44545 as canonical. The soft-edge rejections stay conservative and rely on clearly different titles/failure modes. No PR-pair mergeability concerns apply here." + "feedback": "The summary is grounded in the packet, and the accepted duplicate pair (issue:44514 / issue:44545) is well-supported by nearly identical titles. The other pairwise rejections are conservative and consistent with the issue titles; no clear overclaim stands out." }, "evaluator_used": true, "retried": false, @@ -4211,10 +4525,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:30064", "issue:36010", @@ -4229,7 +4543,9 @@ "issue:43531", "issue:43540", "issue:43596", + "issue:43618", "issue:43653", + "issue:43697", "issue:43720", "issue:43746", "issue:43819", @@ -4253,9 +4569,7 @@ "issue:44987", "issue:45042", "issue:45081", - "issue:45183", "issue:45356", - "issue:45479", "issue:45588", "issue:45663", "issue:45704", @@ -4267,14 +4581,14 @@ "soft_pairs": [ "issue:44077|issue:44625", "issue:44987|issue:45042", - "issue:43531|issue:44589", "issue:45759|issue:45859", - "issue:44062|issue:44451", - "issue:39692|issue:44610", + "issue:43531|issue:44589", "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:45588|issue:45759", "issue:44918|issue:44936", "issue:43421|issue:43653", - "issue:45588|issue:45759", "issue:45663|issue:45923", "issue:42886|issue:44843", "issue:43381|issue:43844", @@ -4284,226 +4598,226 @@ "issue:45704|issue:45859", "issue:45081|issue:45356", "issue:41720|issue:45704", - "issue:43596|issue:44220", "issue:39692|issue:43873", "issue:45356|issue:45907", "issue:43746|issue:43873", "issue:40444|issue:43746", + "issue:43596|issue:44220", "issue:42915|issue:43746", + "issue:43720|issue:43819", "issue:43540|issue:44008", "issue:44220|issue:44661", - "issue:43720|issue:43819", "issue:30064|issue:36010", - "issue:45183|issue:45479" + "issue:43618|issue:43697" ], - "prepared_review_unit_hash": "6ed42d43a328c893dc5dbd2b5d25c483d47c9ec7bc705ec92735a4db84f5cebc", + "prepared_review_unit_hash": "f920db2ff1b1b06296039e8d8af444aa56ce322a2b7d8e42bdb90349bb1f62fb", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36483, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a single duplicate group: the items span many unrelated bugs/features across tokenizers, multimodal models, training, quantization, and offloading. None of the soft-similarity pairs are close enough to merge as the same underlying change or bug.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft-similarity pairs point to unrelated tokenizer, multimodal, quantization, training, and loading regressions rather than a single duplicate set. I rejected every soft edge.", + "confidence": 0.79, + "canonical_issue_reason": "No strong canonical issue exists here; the items span many unrelated bugs and features, so any single issue would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue is a good representative because the cluster is not one underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different problems: one is about PatchTSMixer post_init being optional, the other about Qwen3.5 num_labels propagation." + "reason": "Different problems: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Both involve loading/models, but the failures are different: one is a loading regression for a specific repo, the other is PIL image processors incorrectly requiring torchvision." + "reason": "Unrelated regressions: model loading failure vs PIL image processor requiring torchvision." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Separate code paths: Qwen3-MoE sliding-window logic vs a storage-class lookup error when loading float8 tensors." + "reason": "Both involve Qwen configs, but one is multimodal text_config unwrapping and the other is CPU offload rotary embedding behavior." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Related to Qwen 3.5/3.6 multimodal configs, but one is about from_config not unwrapping text_config and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Different bugs: Qwen3 sliding_window behavior vs missing Float8 storage type during loading." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken constructor error and the other is a model-loading failure for a specific checkpoint." + "reason": "Unrelated: T5 apex RMSNorm memory leak vs missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both touch vision models, but one is a docs/example mismatch and quantization issue; the other is an OmDet-Turbo processor/model input-size mismatch." + "reason": "Different model families and failures: SigLIP2 example mismatch/quantization vs OmDet-Turbo processor size mismatch." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both tokenizer-related, but one is AddedToken special-arg duplication and the other is inability to load a specific model." + }, + { + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Unrelated model internals: apex FusedRMSNorm memory leak in T5 vs missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Different code paths: flash_attention.py crash on sink-less models vs Qwen multimodal config unwrapping." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different training failures: Qwen3.5 embedding unpacking with TRL SFT trainer vs trainer.evaluate failing after train." + "reason": "Different training failures: embedding unpacking with TRL SFT vs trainer.evaluate after trainer.train." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern tokenizers, but one is runtime special-token/post-processor updates; the other is BigBirdTokenizer special-token registration for mask decoding." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to Qwen multimodal config handling." + "reason": "Related to tokenizers, but one is runtime post-processor updates and the other is BigBirdTokenizer special-token registration." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Different model families and failures: Gemma-4 FSDP2 shared_kv_states bug vs Nemotron-3-Nano-Omni missing gradient-checkpointing support." + "reason": "Different layers: Gemma-4 FSDP2 shared_kv_states bug vs missing checkpointing flag on a different model." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline/cache behavior, but one is tokenizer cache loading on HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." + "reason": "Both mention offline behavior, but one is tokenizer cache loading and the other is mistral regex patch calling model_info()." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Training-mode/eval-mode checkpointing issue is not the same as the ZeRO-3 gradient growth bug." + "reason": "Different training/parallelism issues: eval-mode checkpointing vs DeepSpeed ZeRO-3 gradient inflation." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer post-processor updates are unrelated to LayoutLMv2Tokenizer crashes on NER inputs and batched padding/truncation." + "reason": "Both tokenizer-related, but they affect different tokenizer classes and failure modes." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both affect model outputs, but one is a SigLIP2 loading/pipeline issue and the other is a CamemBERT masked-LM regression in v5." + "reason": "Different issues: SigLIP2 model/pipeline output regression vs CamemBERT masked-LM prediction regression." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different model/config bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Both are Qwen-related but one is a missing pad_token_id attribute and the other is a sliding_window behavior bug." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Apex/T5 RMSNorm memory leak is not the same as Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "Different problems: T5 apex RMSNorm memory leak vs Qwen3.5 MoE rotary embedding offload compatibility." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is a crash in the regex patch path and the other is a Kimi-K2.5 codec regression plus misleading warning." - }, - { - "left": "issue:41720", - "right": "issue:45704", - "accept": false, - "reason": "Qwen3 CUDA assert with auto device mapping is a different failure mode from a T5 RMSNorm memory leak." + "reason": "Related tokenizer area, but one is a hard crash in _patch_mistral_regex and the other is a Kimi-K2.5 regression with codec handling/warning text." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Different subsystems: deepspeed zero3 init with BertModel vs _torch_extract_fbank_features audio extraction." + "reason": "Completely different domains: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm memory leak." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Docs/example SigLIP2 errors are unrelated to the broader offloading-with-quantization behavior issue." + "reason": "Different concerns: documentation/example model mismatch vs offloading with quantization." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Both touch HF Hub/tokenizer utilities, but one is a tokenizer codec/regression issue and the other is list_repo_files not forwarding revision." + "reason": "Both involve tokenizer behavior, but one is a tokenizer regression and the other is list_repo_files not forwarding revision." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is not the same as offloading misbehavior under quantization." + "reason": "Different bugs: GraniteSpeech PEFT local checkpoint loading vs offloading with quantization." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to PEFT-adapter local checkpoint loading." + "reason": "Different areas: Qwen2.5-VL IterableDataset multi-image finetuning vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and GraniteSpeech PEFT loading failure are distinct code paths." + "reason": "Different model/config paths: Qwen3Moe FineGrainedFP8Config vs GraniteSpeech PEFT local loading." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are model internals, but one is packed-weight unpacking in accelerate loading and the other is DAC latent/STE mismatch." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma 3n variable-name collision causing an AttributeError." + "reason": "Different multimodal bugs: Qwen3OmniMoe video input processing vs Gemma 3n audio_mel_mask variable collision." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Both are BitNet/DAC model issues, but one is about unpacking packed weights during accelerate loading and the other is DAC.from_latents not matching forward due to missing STE." + "reason": "Unrelated: audio feature extraction vs add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely different areas: image processor void segmentation maps vs a transformers.GenerationMixin import error." + "reason": "Different subsystems and eras: image processor void segmentation maps vs GenerationMixin import error." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "General input validation XOR messaging bug is not the same as the single-label-classification num_labels=1 zero-loss issue." + "reason": "Different models and symptoms: CLIPOutput attentions assignment vs RTDetrV2 output differences in v5." } ] }, @@ -4525,11 +4839,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:30064", "issue:36331", "issue:39692", + "issue:41720", "issue:43295", "issue:43322", "issue:43335", @@ -4538,10 +4853,8 @@ "issue:43540", "issue:43550", "issue:43577", - "issue:43618", "issue:43643", "issue:43653", - "issue:43697", "issue:43716", "issue:43720", "issue:43756", @@ -4561,36 +4874,37 @@ "issue:44561", "issue:44671", "issue:44811", - "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44977", + "issue:44991", "issue:45020", "issue:45072", "issue:45081", - "issue:45084", + "issue:45183", "issue:45381", + "issue:45479", "issue:45584", "issue:45685", "issue:45834", "issue:45987" ], "soft_pairs": [ - "issue:43618|issue:43697", + "issue:45183|issue:45479", "issue:43653|issue:43720", "issue:43335|issue:43756", "issue:43295|issue:45834", "issue:43716|issue:44008", "issue:43550|issue:45072", "issue:43550|issue:43819", - "issue:44062|issue:44488", "issue:43322|issue:45685", + "issue:44062|issue:44488", "issue:43950|issue:45987", "issue:44186|issue:44898", "issue:44843|issue:45081", - "issue:43531|issue:43643", "issue:43653|issue:43819", + "issue:43531|issue:43643", "issue:43643|issue:44877", "issue:43421|issue:44811", "issue:43577|issue:43818", @@ -4600,201 +4914,201 @@ "issue:45584|issue:45834", "issue:39692|issue:45834", "issue:44561|issue:45020", - "issue:44485|issue:44509", - "issue:44821|issue:45084", + "issue:43825|issue:43994", "issue:30064|issue:36331", - "issue:43825|issue:43994" + "issue:44485|issue:44509", + "issue:41720|issue:44991" ], - "prepared_review_unit_hash": "de63a7067aaef46a949b99c2a40621011644351c04ecc40ef3f7a3cc7ac3d2d1", + "prepared_review_unit_hash": "a260a38cfe65a595b64c353a341baf81b05c38ee8ceb9124b94a692027e86887", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36057, - "estimated_input_tokens": 9015, - "estimated_eval_tokens": 18286 + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of thematically related but distinct Transformers regressions and model-specific bugs. I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected. The broadest representative is the remote_code regression report.", - "confidence": 0.47, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it summarizes recent-version regressions affecting remote_code models and can subsume several related loading/config issues better than the narrower model-specific reports.", + "summary": "Mostly distinct bug reports across unrelated models/components; the only real overlap is a few broad tokenizer/remote_code regressions, but none look like the same concrete fixable bug.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true canonical duplicate target here: the cluster spans many unrelated regressions, model-specific failures, and docs/API problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global representative because it is the most general, regression-focused issue in the group; even though the cluster is heterogeneous, this one best captures the common failure theme.", + "best_issue_reason": "issue:45020 is the broadest umbrella for remote_code-related regressions, but it is still too generic to serve as a true duplicate canonical for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Different models and failure modes: missing attentions assignment vs changed RTDetrV2 outputs." + "reason": "Both concern model behavior, but one is bad input-validation messaging and the other is a degenerate loss for num_labels=1; different bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to BitNet accelerate loading/unpacking." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated code paths." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Unrelated model/config bug vs RoPE-layer-count mismatch." + "reason": "Sparse-layer creation at zero layers is not the same as Smollm3 RoPE-layer dropping." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal, but one is a trust_remote_code processor/tokenizer regression and the other is a long-OCR index error in Kosmos2.5." + "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error; different models and failure modes." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different code paths: image preprocessor dtype mismatch vs a Gemma3n variable-name collision AttributeError." + "reason": "Mistral dtype mismatch and Gemma3n variable-name collision are unrelated bugs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to bfloat16 dtype mismatch in other models." + "reason": "torch.compile/SDPA failure is not the same as a bfloat16 dtype mismatch in different models." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA bug is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Bamba SDPA compile issue and DAC forward/from_latents mismatch are different concrete code paths." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is an AddedToken argument error and the other is a specific model load failure; not clearly the same bug." + "reason": "Llava Next loading segfault and MPS histogram-not-implemented are unrelated." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Segfault on Llava Next loading is unrelated to an MPS histogram kernel limitation." + "reason": "AddedToken kwarg collision is not the same as sleng-bert tokenizer loading failure." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption and StaticCache return-type mismatch are different issues." + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to StaticCache.get_seq_length returning a tensor." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failures are unrelated." + "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver resolution failure are different bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both mention Mistral regex patching, but one is offline-mode model_info access and the other is backend_tokenizer AttributeError; different concrete failures." + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; not the same bug." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + "reason": "Special-token registration and DAC STE mismatch are unrelated." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Tokenizer special-token handling is unrelated to DAC latent reconstruction mismatch." + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are different regressions." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve loading/remote code, but one is missing returned config fields and the other is strict config rejection; not the same bug." + "reason": "Missing fields in trust_remote_code configs and granite_speech strict-config loading are not the same underlying issue." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor updates for special tokens differ from Whisper batch_decode ignoring skip_special_tokens." + "reason": "Runtime post-processor update behavior and Whisper batch_decode skip_special_tokens handling are different tokenizer problems." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention sharing are unrelated." + "reason": "Blip2 dtype propagation and Video-LLaVA missing temporal attention/weight sharing are unrelated." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen video issues, but they affect different models and different tensors/logic." + "reason": "Qwen3OmniMoe video input ValueError and Qwen2.5-VL vision_position_ids mismatch are different model-specific failures." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to Qwen3.5 flash-attention generation output." + "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are not the same fix." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different models and regressions: Pegasus v4/v5 output drift vs CamemBERT masked-LM predictions." + "reason": "Both are v4/v5 regressions, but they affect different models and outputs." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Whisper empty-transcription failure after token alignment and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Docs/example mismatch and quantization failure are unrelated to Kosmos2.5 OCR indexing." + "reason": "SigLIP2 docs/example issues do not match Kosmos2.5 long-input indexing." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Closely themed, but 44561 is a specific missing helper regression while 45020 is a broad umbrella report; not clearly the same underlying bug." + "reason": "44561 is a specific missing-helper regression, while 45020 is only a broad umbrella for remote_code breakages." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to removed pipeline-task documentation." + "reason": "Pipeline task messaging and SigLIP2 nonsensical outputs are different problems." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." + "reason": "Void segmentation-map processing and CustomTrainer compute_loss kwargs are unrelated." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Image segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "GLM-5 RoPE discussion and docs still mentioning removed pipeline tasks are not duplicates." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Pipeline task deprecation messaging is unrelated to SigLIP2 model/pipeline nonsense outputs." + "reason": "Qwen3 auto-device-map cuda assert and est-roberta tokenizer loading failure are unrelated." } ] }, @@ -4813,15 +5127,14 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:34634", "issue:36010", "issue:36331", - "issue:41720", "issue:42175", "issue:43262", "issue:43329", @@ -4831,6 +5144,7 @@ "issue:43606", "issue:43644", "issue:43650", + "issue:43653", "issue:43697", "issue:43720", "issue:43742", @@ -4850,9 +5164,10 @@ "issue:44610", "issue:44671", "issue:44805", + "issue:44821", "issue:44857", + "issue:44912", "issue:44936", - "issue:44991", "issue:45020", "issue:45072", "issue:45081", @@ -4867,14 +5182,14 @@ "issue:45834" ], "soft_pairs": [ - "issue:41720|issue:44991", + "issue:44821|issue:45084", "issue:43644|issue:43749", "issue:44186|issue:44442", "issue:44479|issue:45834", "issue:43606|issue:45072", - "issue:44805|issue:44936", "issue:43825|issue:43827", "issue:43577|issue:43582", + "issue:44805|issue:44936", "issue:34634|issue:36010", "issue:44671|issue:45701", "issue:44610|issue:45072", @@ -4884,93 +5199,94 @@ "issue:45081|issue:45406", "issue:43749|issue:44291", "issue:43650|issue:43906", - "issue:43582|issue:44857", "issue:44060|issue:44368", + "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:43526|issue:44554", "issue:34634|issue:36331", "issue:45459|issue:45803", "issue:45084|issue:45538", + "issue:43329|issue:45600", "issue:43742|issue:45020", - "issue:43329|issue:45600" + "issue:43653|issue:44912" ], - "prepared_review_unit_hash": "b822be1294093627d358262f328fbe3045fb09937c3f4db57f9a94d7ee011d34", + "prepared_review_unit_hash": "0e24d5f774e5741b6b123c0dddf3fc5a974e5b02448ce761a89515a5547a4c88", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35509, - "estimated_input_tokens": 8878, - "estimated_eval_tokens": 18012 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36387, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are broad-similarity false positives (same subsystem or release, but different concrete bugs). Only the Qwen tied-weights warning reports look like the same underlying issue.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44060 is the clearest, most concrete report of the Qwen tied-weights warning bug; issue:44368 reads like a downstream duplicate/symptom of the same warning path.", + "summary": "These items are a loose collection of unrelated Transformer issues; none of the soft pairs look like true duplicates of the same bug or change.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43749 is the strongest standalone report here: it has the most discussion and inbound references, and it describes a concrete, high-impact regression with a clear loading path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44060 best captures the root bug with a specific mis-tie (`embed_tokens.weight` vs `linear_attn.dt_bias`) and broad enough scope to serve as the canonical issue.", + "best_issue_reason": "issue:43749 is the most actionable and representative issue in the set, with clear repro context and notable community impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different failures: Qwen3 auto device-map CUDA assert vs tokenizer import/load failure for est-roberta." + "reason": "Unrelated failures: one is AutoImageProcessor URL loading, the other is a template compilation error." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern v5 loading behavior, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading; not the same bug." + "reason": "Both involve loading/runtime regressions, but they describe different failure modes and code paths." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer problems, but one is LayoutLMv2 NER/padding crashes and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Different tokenizer problems: LayoutLMv2 NER/batching crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal input bugs, but on different models and code paths (video regression vs OCR long-input index error)." + "reason": "Different models and symptoms; one is a Qwen VL video regression, the other is a Kosmos2.5 OCR indexing issue." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Device-mismatch CPU-offload bug for Bark vs bfloat16 dtype mismatch in different models." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "Both are runtime errors, but one is a mask/tensor shape mismatch and the other is train-then-evaluate behavior." + "reason": "Device-mismatch CPU offload bug vs dtype mismatch in bf16 inference; not the same underlying defect." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to v5 pipeline removals, but one is an error message bug and the other is outdated docs; not the same concrete fix." + "reason": "Both mention v5 pipeline removal, but one is an error message bug and the other is stale docs; separate fixes." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype persistence vs Apple Silicon caching allocator TypeError are unrelated." + "reason": "Blip2 dtype propagation bug vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer-related issues: mask/tensor shape mismatch versus evaluate() failing after train()." }, { "left": "issue:34634", @@ -4982,119 +5298,122 @@ "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and generic tokenization changes are not the same bug." + "reason": "CamemBERT masked-LM regression is not the same as a general tokenization-version change report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo image-size mismatch vs dtype mismatch in other models." + "reason": "OmDet-Turbo input-size bug and bf16 dtype mismatch are different problems." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen VL load-time `weight_only` error vs still-image rope-index scaling bug are different paths." + "reason": "Both are Qwen-VL family issues, but one is a weight_only load error and the other is a rope/indexing bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch." + "reason": "Packed-weight loading failure is a different code path from dtype mismatch during inference." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend in install extras is unrelated to tokenizer regex patch crash." + "reason": "Package backend/install issue versus a tokenizer regex-patching crash; unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer/processor crashes, but one is a Mistral regex patch bug and the other is a Gemma4Processor missing attribute." + "reason": "Two different processor/tokenizer attribute errors on different model families." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both touch model loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument mismatch." + "reason": "Both are model-loading regressions, but the broken paths are distinct and not mergeable as one fix." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The titles are unrelated; one is a placeholder issue and the other is a reproduction of a different issue." + "reason": "No clear common bug; one is a vague request, the other is an isolated reproduction report." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA float16 AMP crash are unrelated." + "reason": "Related warning language, but different models and likely different underlying tied-weights behavior." }, { - "left": "issue:44060", - "right": "issue:44368", - "accept": true, - "reason": "Same underlying tied-weights warning bug in Qwen3/Qwen3.5-family models; both report the incorrect warning path and should be fixed together." + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator TypeError and CUDA float16 loss crash are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate default bug vs DAC latent/forward mismatch are different issues." + "reason": "Audio chat-template sampling-rate default bug versus DAC latent reconstruction mismatch; different subsystems." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit reduce_labels bug and RTDetrV2 output drift are different model-specific regressions." + "reason": "BEiT label reduction bug and RTDetrV2 output regression are not the same defect." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are unrelated." + "reason": "Image label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset failure is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Bark voice preset bug and Trainer compute_loss signature break are unrelated." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but in different code paths and with different root causes; too broad to merge." + "reason": "Both involve exception handling, but they affect different code paths and failures." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max_length bug are unrelated." + "reason": "Template compilation error is unrelated to CLIPTokenizer's model_max_length bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and stale auto_mappings config references are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific MobileLLM key error is not the same as broad remote_code breakage." + "reason": "Specific MobileLLM loading key error versus a broad remote_code compatibility regression; not the same bug." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Multimodal token counting bug and removed auto_mappings config references are unrelated." + "reason": "Tokenizer special-token registration bug and MXFP4 quantization loading issue are different failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. Most soft-edge rejections are conservative and the reasons track distinct titles/subsystems. The single accepted Qwen pair is a plausible match based on the shared tied-weights warning theme. No clear overstatement beyond the available packet evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5106,10 +5425,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:34567", "issue:36010", @@ -5131,7 +5450,6 @@ "issue:43638", "issue:43643", "issue:43645", - "issue:43653", "issue:43696", "issue:43697", "issue:43720", @@ -5155,34 +5473,34 @@ "issue:45042", "issue:45356", "issue:45357", + "issue:45381", "issue:45488", "issue:45701", "issue:45759", "issue:45859" ], "soft_pairs": [ - "issue:43653|issue:44912", "issue:43638|issue:44936", "issue:43452|issue:44991", "issue:43746|issue:44811", - "issue:44589|issue:45042", "issue:38175|issue:44610", + "issue:44589|issue:45042", "issue:43854|issue:44977", "issue:43819|issue:43927", - "issue:36010|issue:43645", "issue:39692|issue:44912", "issue:43257|issue:43329", - "issue:43550|issue:44912", + "issue:36010|issue:43645", "issue:43720|issue:44610", + "issue:43550|issue:44912", "issue:43257|issue:43696", "issue:43454|issue:43577", - "issue:43531|issue:45042", "issue:43329|issue:44479", "issue:43262|issue:44811", "issue:42490|issue:43257", + "issue:43531|issue:45042", "issue:36010|issue:36331", - "issue:44568|issue:45356", "issue:43749|issue:44756", + "issue:44568|issue:45356", "issue:43643|issue:45759", "issue:34567|issue:40990", "issue:43329|issue:43450", @@ -5190,226 +5508,227 @@ "issue:43257|issue:43931", "issue:43606|issue:45859", "issue:44849|issue:45701", - "issue:43697|issue:45357" + "issue:43697|issue:45357", + "issue:44479|issue:45381" ], - "prepared_review_unit_hash": "329319f65b49f5f036ae111771bbc3968d1117f6cc937d7c63ce6bc5d8536037", + "prepared_review_unit_hash": "5cf1c5893ae53d9527f90efa0a1552b29b8f26dc89fa45552621fb44a91a6c2f", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36996, - "estimated_input_tokens": 9249, - "estimated_eval_tokens": 18754 + "serialized_chars": 36982, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated and grouped by surface similarity. The 43329\u219444479 pair is only weakly related through multimodal/video vocabulary; the packet does not establish they are the same underlying bug or a mergeable shared fix.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44479 is the best canonical issue because it captures the broader user-facing video-input regression across multiple Qwen VL variants. issue:43329 is narrower and may be adjacent, but the packet does not prove it is the same defect.", + "summary": "This cluster is mostly heterogeneous: many unrelated Transformer bugs that only share broad themes like loading, tokenization, or video/VLM handling. I found one plausible duplicate pair in the Qwen video-input regression subgroup; the rest are distinct issues.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the Qwen video-input regression family, and it cleanly covers the more specific qwen2.5-vl symptom in issue:45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative due to broader impact and clearer regression framing; issue:43329 is more specific and less well-supported as the root of the broader behavior.", + "best_issue_reason": "issue:44479 is the best global anchor because it captures the shared video-input regression across multiple Qwen VL variants rather than a narrow single-model manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Different bugs: BigBird special-token registration vs MXFP4 quantization loading fallback." - }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Both are trainer failures, but the concrete breakages differ: ZeRO-3 indexing vs evaluate-after-train behavior." + "reason": "Different training/evaluation failures: zero3/non-pretrained Bert indexing vs evaluate-after-train behavior." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading/tokenizer paths, but they point to different models and code paths." + "reason": "Both are loading-related, but one is gguf_file/from_pretrained breakage and the other is a tokenizer-specific regression for est-roberta." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper batch_decode special-token handling are unrelated." + "reason": "Unrelated bugs: local checkpoint/PEFT loading vs Whisper batch_decode skipping special tokens." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Float8 storage lookup error is unrelated to PIL backend torchvision dependency checks." + "reason": "Different model-specific inference bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor shape mismatch." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different model families and failure modes: zero probabilities vs image-size mismatch." + "reason": "Different root causes: missing Float8 storage handling vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Generic model-load test failure vs flash-attention generation bug; no shared code-path evidence." + "reason": "Unrelated model-loading test failure vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are distinct bugs." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are different regressions." + "reason": "Different mechanisms: DAC from_latents mismatch vs DiaConfig save/load losing token IDs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation example errors are not the same bug as MXFP4 quantization loading fallback." + "reason": "Doc/example issues for SigLIP2 are not the same bug as gpt-oss MXFP4 quantization fallback." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate+deepspeed loading is unrelated to a multimodal video-token helper bug." + "reason": "Both involve Qwen/MoE or multimodal code, but one is loading/weight conversion and the other is undefined video-token helper paths." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "torch.compile SDPA failure on Bamba is unrelated to git-oss quantization fallback behavior." + "reason": "Different API breakages: GenerationMixin import error vs custom models in Jupyter notebooks." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during loading and processor image-size mismatch are different issues." + "reason": "Different loading/packing bug vs a processor input-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile with SDPA in Bamba is unrelated to the gpt-oss quantization loading regression." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "One is a loading/conversion bug, the other is an OOM problem; not the same underlying defect." + "reason": "Weight-conversion/loading bug is not the same as an out-of-memory failure." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying/generation garbage text and dtype propagation on BLIP2 are separate model-loading issues." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision requirements." + "reason": "Different model-specific issues: lm_head tying vs dtype propagation for Blip2/Qformer." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both mention multimodal/video handling, but the packet only shows surface overlap; it does not establish the same concrete code path or a mergeable shared fix." + "reason": "Both touch video VLM paths, but one is an internal undefined-helper bug and the other is a broader Qwen VL video-input regression; not enough to treat as the same concrete issue." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and Whisper batch_decode skipping special tokens are unrelated." + "reason": "Audio sampling-rate defaulting and Whisper batch decoding are separate processor behaviors." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model warning is unrelated to Qwen3 MoE weight conversion/loading issues." + "reason": "Trailing-slash local model import warning is unrelated to Qwen MoE weight conversion/loading." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Importing GenerationMixin and custom compute_loss signature breakage are separate API regressions." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Tokenizer BOS/EOS handling and Kimi-K2.5 codec handling are different tokenizer regressions." + "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are different trainer/library compatibility issues." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap/OOM are different memory/loading problems." + "reason": "Both concern memory/loading, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token regression for mdeberta-v3 is unrelated to Kimi-K2.5 codec/warning regression." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to composite Qwen config unwrapping." + "reason": "Both involve config handling, but trust_remote_code field loss is not the same as composite Qwen config unwrapping." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated training issues." + "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video-token counting helper bug and batched video processor shape bug are different layers and not clearly the same defect." + "reason": "Undefined video helper functions are not the same as batched video processor output-shape errors." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "mdeberta special-token insertion and LlamaTokenizer pre-tokenizer override are distinct tokenizer regressions." + "reason": "Different tokenizer regressions with different failure modes and model families." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE loading/conversion bug and Qwen3-VL weight-shape mismatch are not the same issue." + "reason": "Qwen MoE weight conversion/loading and Qwen3-VL weight-shape mismatch are separate loading problems." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is unrelated to Qwen3_MoeTextRotaryEmbedding CPU-offload compatibility." + "reason": "CPU offload device mismatch for bark-small is unrelated to Qwen3_5Moe rotary embedding CPU-offload compatibility." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Hidden-state output bug and version-dependent tokenization change are not the same code-path problem." + "reason": "Qwen3.5 hidden-states bug is distinct from the broader tokenization-version-change report." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetr output drift in v5 and Qwen3.5 visual-encoder save_pretrained keys are unrelated regressions." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key regression are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same video-input regression family: both target Qwen VL video handling in v5.3.0, and 45381 looks like the more specific qwen2.5-vl manifestation of the broader 44479 report." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but it overstates the evidence for the 43329 \u2194 44479 link. The packet only shows surface overlap in multimodal/video processing; it does not establish that 43329 is the underlying helper bug behind 44479 or that they share the same code path in a mergeable way. The canonical/best-issue choice may be reasonable, but the wording should stay more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are conservative false matches based on clearly different titles and bug shapes, and the single accepted pair (issue:44479 / issue:45381) is plausibly the same Qwen video-input regression family. I don\u2019t see any overstatement that would require rejection." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5424,7 +5743,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:28282", "issue:29127", @@ -5446,7 +5765,6 @@ "issue:43742", "issue:43749", "issue:43756", - "issue:43782", "issue:43824", "issue:43906", "issue:43927", @@ -5476,276 +5794,259 @@ "issue:45987" ], "soft_pairs": [ - "issue:44291|issue:45042", - "issue:44987|issue:45538", "issue:42915|issue:43742", - "issue:42915|issue:44821", - "issue:33357|issue:34567", "issue:43257|issue:43756", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:33357|issue:34567", "issue:41720|issue:43540", - "issue:44479|issue:45381", "issue:43452|issue:43582", + "issue:42915|issue:44821", "issue:44987|issue:45907", "issue:42915|issue:45538", "issue:43927|issue:44912", - "issue:42175|issue:43824", "issue:43317|issue:45538", "issue:43540|issue:44479", "issue:43540|issue:44560", + "issue:42175|issue:43824", "issue:44062|issue:44991", - "issue:42175|issue:44938", "issue:43577|issue:45072", + "issue:42175|issue:44938", "issue:38175|issue:44898", - "issue:42175|issue:44488", "issue:43404|issue:45987", "issue:45137|issue:45405", - "issue:28282|issue:34689", + "issue:42175|issue:44488", "issue:43906|issue:45381", - "issue:43742|issue:44291", + "issue:28282|issue:34689", "issue:42915|issue:43749", + "issue:43742|issue:44291", "issue:44737|issue:45588", - "issue:43540|issue:45823", "issue:43526|issue:45479", - "issue:28282|issue:29127", + "issue:43540|issue:45823", "issue:43756|issue:45325", - "issue:43582|issue:43782" + "issue:28282|issue:29127" ], - "prepared_review_unit_hash": "605d717e80df3c312bd4c330cdb2c0514509a77fde5f9aed913d5e653dd4bff5", + "prepared_review_unit_hash": "d122f732a4fb163fc6b81d49282b839f0399dd5a230ba4c0d7c7a696d24f7b91", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37711, - "estimated_input_tokens": 9428, - "estimated_eval_tokens": 19112 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different bugs across unrelated models, loaders, and subsystems. One soft duplicate stands out in the Qwen2.5-VL video position-id / rope-index regression area.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43749 is the strongest triage anchor: it has broad loading-regression wording, the most discussion, and inbound references, so it is the most central representative of the cluster.", + "summary": "This is a heterogeneous cluster of Transformers issues. Most items are unrelated regressions or feature bugs that only share broad \u201cloading/runtime/model\u201d wording, so the soft edges look like false positives rather than true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42915 is the closest hub by soft-similarity and is a concrete, well-scoped model-loading/quantization bug, but it should be treated only as a representative anchor, not as a duplicate sink for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is also the most useful issue to keep as the representative report because it has the richest follow-up activity and clear feature-level impact.", + "best_issue_reason": "issue:42915 is the most representative issue in this mixed set because it is specific, reproducible, and sits near the center of the weak similarity links. It still does not imply the other issues are duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different failures: init_empty_weights/_is_hf_initialized loading bug vs PIL image processor torchvision dependency regression." + "reason": "Both are loading-related, but one is Qwen3MoE FP8 config behavior and the other is a MobileLLM key error; different model families and code paths." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "One is a model-loading regression; the other is a CLIPTokenizer max_length constant issue." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE-layer selection." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to MobileLLM key-error loading." + "reason": "Model loading failure for one repo and CLIP tokenizer max-length configuration for another are not the same bug." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "FP8/MoE config failure is not the same code path as AutoImageProcessor URL loading." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to PIL backend image processors requiring torchvision." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP is unrelated to TrainerState token-count tracking." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Qwen3 MOE accelerate/deepspeed conversion bug is different from Smollm3 RoPE-layer dropping." + "reason": "MacOS bus error in CLIP model loading and TrainerState token-count tracking are entirely different issues." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-map cudaErrorAssert is a different failure from Qwen3OmniMoe video-input ValueError." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL video-position-id / rope-index regression in 5.3.0; one is broad, the other is a narrower symptom report." + "reason": "cudaErrorAssert with auto device mapping on A800 and Qwen3OmniMoe video input ValueError are different failure modes and paths." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage is unrelated to AppleSilicon caching_allocator_warmup TypeError." + "reason": "gguf_file loading regression and Apple Silicon caching_allocator_warmup TypeError do not share a concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3MoE FP8 loading and AutoImageProcessor-from-URL behavior are unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "A versioned model-loading failure and a repo-files API forwarding bug are not the same issue." + "reason": "A model/tokenizer loading regression is not the same as list_repo_files failing to forward revision." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3MoE FP8 loading failure is unrelated to CLIPTokenizer model_max_length." + "reason": "Qwen3MoE FP8 config issues and CLIPTokenizer model_max_length semantics are unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to MXFP4 quantization fallback." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Backend packaging mismatch is unrelated to the missing Qwen2_5_VLForConditionalGeneration import." + "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are different model/config bugs." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "device_map=auto offload loading failure is unrelated to CLIPTokenizer max_length behavior." + "reason": "device_map=auto offload loading and CLIPTokenizer max_length are not the same underlying bug." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen2.5-VL video position-id regression are different model/code paths." + "reason": "Both mention video, but they affect different Qwen variants and different regressions." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but the failing model and error mode differ." + "reason": "Qwen3OmniMoe video ValueError and Qwen3-VL embedding StopIteration are separate video-input bugs." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "AddedToken special-argument TypeError is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Missing TensorFlow backend in pip extras and missing Qwen2_5_VL import are unrelated packaging/import problems." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "pip extra backend composition issue is unrelated to Python 3.14 import/load failure." + "reason": "AddedToken special-arg duplication and tokenizer loading for EMBEDDIA/est-roberta are different tokenizer issues." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are different bugs." + "reason": "BLIP2 dtype staying float32 and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are both dtype-related but not the same code path." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Siglip2 zero-probability issue is not the Perceiver non-default-resolution failure." + "reason": "TensorFlow backend packaging and Python 3.14 load failure are unrelated environment issues." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "TensorFlow backend packaging is unrelated to loading cjvt/sleng-bert." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different model behaviors." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "lm_head weight-tying bug for Mistral3 is unrelated to StaticCache.get_seq_length returning a tensor." + "reason": "lm_head tying in Mistral3ForConditionalGeneration is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque error and the PEFT minimum-version bump are unrelated." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "PyTorch-missing ImportError and Llama 3.2 Vision model-loading regression are different issues." + "reason": "Package backend omission and failure to load cjvt/sleng-bert are not the same issue." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the Qwen2.5-VL video-position-id bug." + "reason": "A reproduction of an older issue and Qwen2.5-VL video position-id regression are not duplicates." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "MobileLLM key error and unexpected _is_hf_initialized argument are different loading paths." + "reason": "Missing PyTorch ImportError and a model-loading regression in Transformers 4.46.2 are both loading failures but not the same bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + "reason": "Qwen3MoE FP8 config behavior and FSDP CPU RAM efficient loading are different loading subsystems." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "XLNet CPU arange issue is unrelated to flash_attention sink-less AttributeError." + "reason": "KeyError on loading MobileLLM-125M and unexpected _is_hf_initialized in init_empty_weights are unrelated." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Qwen3OmniMoe video ValueError is unrelated to Gemma4 device-mismatch forward failure." + "reason": "XLNet CPU-only positional encoding and flash_attention s_aux=None crash are separate implementation bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to single-label classification zero-loss regressions." + "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss bug are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "PyTorch missing ImportError is unrelated to LayoutLMv3 box-information error messaging." + "reason": "Qwen3OmniMoe video parsing error and Gemma4 PLE device mismatch are different model-specific failures." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Smollm3 RoPE-layer omission is unrelated to Qwen2.5-VL still-image temporal position-id scaling." + "reason": "Smollm3 RoPE-layer selection and Qwen2.5-VL still-image temporal scaling are unrelated model architecture bugs." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "AppleSilicon warmup TypeError is unrelated to Qwen3VL weight_only=True loading failure." + "reason": "PyTorch-missing ImportError and LayoutLMv3 box-information error are unrelated error-message/validation issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is mostly grounded in the packet, and the soft-edge decisions are conservative. The only minor precision issue is that issue:43749 is not uniquely the highest-discussion item because issue:44479 also has discussion_activity 12, but 43749 does have the strongest inbound-reference/follow-up signal and a broad loading-regression title, so the canonical choice is still defensible." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5757,27 +6058,28 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:24643", "issue:29127", "issue:34567", "issue:36331", "issue:41762", - "issue:43295", "issue:43452", "issue:43493", "issue:43531", "issue:43577", + "issue:43582", "issue:43643", "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", + "issue:43782", "issue:43819", "issue:43994", "issue:44062", @@ -5802,24 +6104,23 @@ "issue:45081", "issue:45216", "issue:45290", - "issue:45356", "issue:45357", "issue:45375", "issue:45381", "issue:45405", "issue:45600", - "issue:45823", "issue:45920" ], "soft_pairs": [ "issue:43493|issue:43994", + "issue:43582|issue:43782", "issue:34567|issue:36331", - "issue:44291|issue:44821", "issue:44062|issue:45081", + "issue:44291|issue:44821", "issue:45357|issue:45920", "issue:43643|issue:45375", - "issue:43452|issue:44488", "issue:44792|issue:44964", + "issue:43452|issue:44488", "issue:45042|issue:45081", "issue:43742|issue:44589", "issue:43531|issue:44821", @@ -5827,213 +6128,208 @@ "issue:43697|issue:45216", "issue:43688|issue:43749", "issue:44514|issue:45381", - "issue:44484|issue:44704", "issue:43720|issue:44898", + "issue:44484|issue:44704", "issue:41762|issue:44936", "issue:24643|issue:29127", "issue:44625|issue:44877", - "issue:43452|issue:44843", "issue:44514|issue:45290", + "issue:43452|issue:44843", "issue:44466|issue:45005", - "issue:43295|issue:45356", "issue:43452|issue:43577", - "issue:43819|issue:44811", - "issue:44936|issue:45823" + "issue:43819|issue:44811" ], - "prepared_review_unit_hash": "4286c10dfb75180238aeb880b92e16b61ff6b3273d83460cfbeed60394065476", + "prepared_review_unit_hash": "f20dd4603fc7c3671c08a2b890344332746a9e09594d079a44fc0d8ebea86c12", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36185, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35233, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers bug reports; only a couple of pairs look like true duplicates or near-duplicates. The strongest shared themes are SigLIP2 output regressions and tied-weights serialization issues.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45920 is the broadest and most actionable representative: it is an open, current v5 regression affecting AutoTokenizer across multiple models, which makes it the best cluster anchor among otherwise heterogeneous reports.", + "summary": "The cluster is thematically broad but not duplicate-heavy: it mixes unrelated v5 regressions across tokenization, model loading, config propagation, training, and processor behavior. The soft pairs mostly share only surface-level similarity (e.g. \u201cloading\u201d or \u201ctokenizer\u201d wording) rather than the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target here; the items span different code paths and symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the best overall issue to keep: it is open, directly user-facing, and spans multiple affected models rather than a single niche symptom.", + "best_issue_reason": "issue:45920 is the best representative issue because it is an active, broad regression report with multiple affected models and clear ecosystem impact, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing incorrect outputs; one frames it as a HF-vs-JAX discrepancy and the other as nonsensical results via AutoModel/pipeline, which looks like the same underlying model bug." + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one is a JAX-vs-HF implementation discrepancy and the other is bad outputs from AutoModel/pipeline; different failure modes and likely different fixes." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Both are training-related regressions, but one is about TrainerState token counting and the other is a compute_loss signature change; different failures and code paths." + "reason": "Both mention loading/runtime errors, but one is an Apple Silicon allocator TypeError and the other is a Qwen3VL weight_only loading error; not the same bug." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "These involve unrelated loading failures: init_empty_weights/_is_hf_initialized versus loading AutoImageProcessor from URL." + "reason": "Trainer state token counting and a custom compute_loss signature mismatch are separate trainer issues with different code paths." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer issues, but one is AddedToken construction and the other is a Mistral regex/backend_tokenizer crash; not the same bug." + "reason": "Both involve tokenizers, but one is an AddedToken constructor conflict and the other is a Mistral regex patch crash; unrelated root causes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` with an unexpected init arg and loading AutoImageProcessor from URL are unrelated loading problems." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different subsystems: Qwen3.5 save_pretrained visual key serialization versus global AutoTokenizer token-id regression." + "reason": "Both are Qwen3.5-related regressions, but one is incorrect visual encoder key serialization and the other is wrong token IDs from AutoTokenizer; different bugs." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both concern config handling, but the root causes differ: missing fields from trust_remote_code AutoConfig versus a specific Qwen3_5MoeVisionConfig field being dropped by strict parsing." + "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict validation; not the same issue." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Both are model-loading complaints, but gguf_file breakage and a specific cjvt/sleng-bert load failure do not point to the same code-path." + "reason": "These are separate multimodal model failures with different models and symptoms; too broad to merge." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Both are multimodal model failures, but they affect different models and symptoms; not enough to treat as one bug." + "reason": "Both are model/tokenizer loading failures, but one is a gguf_file breakage and the other is a specific model load failure; no shared concrete code-path." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL/torchvision backend requirements are unrelated to the Mistral tokenizer AttributeError." + "reason": "PIL backend processor torchvision dependency and Mistral regex crash are unrelated processor/tokenizer issues." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading errors: a key error for MobileLLM versus missing Float8 storage object." + "reason": "A key error loading MobileLLM and missing Float8 storage type are different low-level loading/runtime problems." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "A Qwen3-MoE sliding_window bug and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "These are unrelated CI/dependency/config-reference issues." + "reason": "One is a dependency version bump problem, the other is stale auto_mappings references causing CI breakage; not duplicates." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output mismatch versus Qwen3.5 checkpoint saving correctness." + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained regression are separate model-specific regressions." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are distinct problems." + "reason": "Auxiliary loss normalization and FSDP CPU RAM efficient loading touch different training subsystems and different bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching and the other is video vision_position_ids; different code paths." + "reason": "Both are chat-template/vision related, but one crashes on tool-call assistant messages and the other has wrong vision_position_ids for video input; distinct code paths." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "A save_pretrained sharding-size question is unrelated to AutoProcessor kwargs forwarding." + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver interpolation failure are unrelated model-loading/model-forward issues." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver image classification failures are unrelated." + "reason": "save_pretrained shard sizing and AutoProcessor kwargs forwarding are unrelated API concerns." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 Gemma3 loading and trainer.evaluate-after-train failures are separate issues." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different failures in different layers." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "One is a DeepSpeed training RuntimeError; the other is a LayoutLMv3 error-message clarity issue." + "reason": "DeepSpeed training weight-dimension runtime error and LayoutLMv3 box-information error are unrelated." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and strict config blocking granite_speech are different configuration bugs." + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are different config-handling bugs." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "gguf_file loading breakage and offline mistral-regex model_info calls are unrelated tokenizer/loading bugs." + "reason": "Both touch apply_chat_template, but one is batched padding behavior and the other is assistant messages with tool calls and no content; not the same bug." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggers differ substantially: batched padding=False versus assistant tool-call messages with no content." + "reason": "gguf_file load failures and offline mistral regex patch behavior are unrelated tokenizer/model-loading problems." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both point to tied-weights serialization problems in v5; the device-dependent lm_head.weight behavior and translation-model tied-weight breakage are plausibly the same save_pretrained bug." + "accept": false, + "reason": "Both concern tied weights, but one is inconsistent serialization of lm_head.weight and the other is translation model tied-weight issues; insufficient evidence they are the same concrete defect." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Processor/tokenizer access regressions and Kimi-K2.5 codec/fix_mistral_regex issues are different tokenizer bugs." + "reason": "gguf_file breakage and BLIP2 dtype propagation are unrelated issues." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC from_latents/STE mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." - }, - { - "left": "issue:44936", - "right": "issue:45823", - "accept": false, - "reason": "Trainer evaluate failure and Gemma4 device mismatch during forward are separate runtime issues." + "reason": "DAC forward/from_latents mismatch and Whisper batch_decode skip_special_tokens handling are different model/processor bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The canonical issue choice is supported by the packet: 45920 is open, user-facing, and spans multiple models under a single AutoTokenizer v5 regression. The two accepted soft pairs are plausible duplicates/near-duplicates based on titles alone, and the rejected pairs are mostly appropriately cautious. I don\u2019t see material overstatement." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6045,10 +6341,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:28282", "issue:30064", @@ -6060,9 +6356,7 @@ "issue:38175", "issue:41720", "issue:43122", - "issue:43278", "issue:43295", - "issue:43452", "issue:43504", "issue:43531", "issue:43550", @@ -6079,7 +6373,6 @@ "issue:43927", "issue:44361", "issue:44442", - "issue:44451", "issue:44464", "issue:44479", "issue:44554", @@ -6088,35 +6381,39 @@ "issue:44610", "issue:44625", "issue:44743", - "issue:44821", "issue:44843", + "issue:44936", "issue:44977", "issue:44991", + "issue:45356", "issue:45440", "issue:45491", "issue:45588", "issue:45701", "issue:45704", + "issue:45823", "issue:46002" ], "soft_pairs": [ + "issue:43295|issue:45356", + "issue:44936|issue:45823", "issue:38175|issue:43295", "issue:30064|issue:33666", "issue:44464|issue:44743", "issue:43653|issue:44361", "issue:44361|issue:44442", "issue:43643|issue:44561", - "issue:43653|issue:44568", - "issue:41720|issue:43906", "issue:43688|issue:45440", + "issue:41720|issue:43906", + "issue:43653|issue:44568", "issue:43688|issue:45704", "issue:28282|issue:32090", "issue:28282|issue:33357", "issue:45491|issue:46002", "issue:43577|issue:43697", "issue:28282|issue:35141", - "issue:44843|issue:44991", "issue:43688|issue:45701", + "issue:44843|issue:44991", "issue:43646|issue:43749", "issue:43653|issue:43927", "issue:43531|issue:43742", @@ -6128,247 +6425,250 @@ "issue:43122|issue:43906", "issue:43577|issue:45588", "issue:43504|issue:43550", + "issue:43504|issue:43720", "issue:32090|issue:34567", "issue:41720|issue:44464", - "issue:43504|issue:43720", "issue:43504|issue:44610", - "issue:32090|issue:33666", - "issue:43452|issue:44451", - "issue:43742|issue:44821", - "issue:43278|issue:43688" + "issue:32090|issue:33666" ], - "prepared_review_unit_hash": "de34865d7e6df05cc33f45c023f0045a527f78b8661131f50d118943e5d080b1", + "prepared_review_unit_hash": "ed2887b0ca18c3b2886e9e064293f79da5b937642556b0056ecae72f0c79f658", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38481, - "estimated_input_tokens": 9621, - "estimated_eval_tokens": 19498 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37658, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous. A few items share a broad tokenizer/regression theme, but none of the soft pairs appear to be the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #45701 is the broadest, most umbrella-like report in the set: it explicitly centers on version-dependent tokenization changes, which is the only recurring theme spanning multiple nearby issues.", + "summary": "This is a heterogeneous set of Transformers issues, not a tight duplicate cluster: it spans tokenization regressions, model-loading failures, training/device-map bugs, and generation correctness issues. No pull requests are present.", + "confidence": 0.83, + "canonical_issue_reason": "Most umbrella-like report in the set: a broad Transformers v5 custom-model initialization regression. It is the closest representative of the overall mix, though the items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45701 is the best representative issue for this cluster because it is the most general tokenization-regression report and has inbound attention, even though the cluster is too mixed to collapse into one duplicate.", + "best_issue_reason": "Best representative of the cluster because it describes a broad framework-level regression affecting custom model initialization, unlike the many model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different bugs: processor/tokenizer image handling regression vs tokenizer codec/regex regression." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures: trainer evaluate-after-train issue vs Gemma4 device-mismatch forward bug." + }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unrelated failures: SigLIP2 zero probabilities vs custom model init/processor.tokenizer regression." + "reason": "Unrelated symptoms: zero probabilities in SigLIP2 vs processor/tokenizer regression." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different domains and bugs: void segmentation maps vs Qwen2-VL multi-GPU training." + "reason": "Different subsystems: segmentation-map processing vs Qwen2-VL multi-GPU training." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both are Qwen-related, but one is compiled-forward chunked generation inconsistency and the other is recurrent-state reset in modular code; different code paths." + "reason": "Both are generation-related, but they hit different code paths and model logic." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Tokenizer issues, but different models and symptoms: BigBird special-token registration vs MLuke task AttributeError." + "reason": "Different tokenizer bugs on different models and failure modes." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer loaders and different exceptions; no clear shared underlying bug." + "reason": "MLuke task AttributeError is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "One is missing fields from trust_remote_code config loading; the other is a v5.0 API removal breaking trust_remote_code models." + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is a removed helper causing model breakage." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Both involve special tokens, but they affect different tokenizers and different behaviors (decode output vs BOS/EOS addition)." + "reason": "Different MoE problems: auxiliary-loss normalization vs DeepSeekV3 implementation divergence." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "No concrete overlap: Qwen3 A800 cudaErrorAssert vs an isolated reproduction of a different issue." + "reason": "No clear match: Qwen3 auto device-map cuda assert vs an isolated reproduction of another issue." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "MoE-related but different defects: auxiliary-loss normalization vs divergence from the remote DeepSeekV3 implementation." + "reason": "Both are special-token issues, but they affect different tokenizers and have different concrete symptoms." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Completely different bugs: MoE loss normalization vs T5/apex RMSNorm memory leak." + "reason": "Different model families and bugs: MoE loss scaling vs T5 RMSNorm memory leak." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch vs Trainer NoneType broadcast error; unrelated." + "reason": "ImportError about missing PyTorch is unrelated to Trainer NoneType broadcast errors." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch ImportError vs MacOS bus error in CLIP loading; unrelated." + "reason": "Different failures: missing torch dependency vs MacOS bus error on a CLIP model." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but the trigger and code path differ: sliding-window/all-padding embeddings vs classification-head NaNs after checkout/init." + "reason": "Both mention NaNs, but one is a sliding-window attention embedding bug and the other is a classification-head init/checkpoint issue." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different model families and failures: BLIP2 dtype propagation vs RTDetrV2 output divergence." + "reason": "Different model correctness bugs: Blip2 dtype propagation vs RTDetrV2 output divergence." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call in _patch_mistral_regex and the other is a specific tokenizer load failure." + "reason": "Missing PyTorch import error is unrelated to embedding reinitialization on resize." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Different defect types: auxiliary-loss normalization vs broad tokenization version-change report." + "reason": "One is a specific MoE loss-normalization bug; the other is a broad tokenization version-change report." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is offline network access and the other is tokenizer loading failure." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage vs FSDP CPU RAM efficient loading; different subsystems and bugs." + "reason": "Custom model initialization regression is not the same as FSDP CPU RAM efficient loading being broken." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Both are token-related, but one is special-token registration and the other is config loss of custom token IDs; not the same bug." + "reason": "Different token metadata bugs: BigBird special-token registration vs DiaConfig custom token IDs lost on save/load." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window issue vs MobileLLM pretrained load KeyError; unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM loading key errors." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile + SDPA failure vs token-ID persistence/config bug; unrelated." + "reason": "Different concrete bugs: torch.compile/SDPA failure vs config token-ID loss causing generation IndexError." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but one is compiled-forward chunked generation inconsistency and the other is a flash-attention regression in Qwen3.5." + "reason": "Both affect generation, but one is compiled-forward inconsistency and the other is flash-attention behavior on Qwen3.5." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to num_labels propagation in Qwen3.5." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA bug vs tokenizer AttributeError; unrelated." + "reason": "Different problem domains: torch.compile SDPA failure vs tokenizer AttributeError in tasks." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation vs an MPS attention correctness issue; different models and failure modes." + "reason": "Blip2 dtype loading bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Version-dependent tokenization change vs isolated reproduction of a different issue; no shared underlying bug." + "reason": "Tokenization-version change report does not match an isolated reproduction of another issue." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Dtype propagation bug vs flash_attention crash on s_aux=None; unrelated." + "reason": "Blip2 dtype propagation and flash_attention s_aux=None crash are different bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Pretrained load legacy-field issue vs Bamba torch.compile/SDPA failure; unrelated." + "reason": "Legacy-field load failure for Beit is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading issues: legacy preset field vs packed-weights unpacking in accelerate." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError vs TrainerState counter not updating; different training bugs." + "reason": "Trainer broadcast TypeError is unrelated to num_input_tokens_seen not updating." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device mapping assert vs chunked generation inconsistency under compile; different problems." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy-field model loading bug vs BitNet packed-weight unpacking issue; different code paths." + "reason": "Different regressions: Qwen3 auto device mapping cuda assert vs compiled-forward generation inconsistency." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Pretrained-load legacy field vs processor/model input-size mismatch; unrelated." + "reason": "Both concern loading/processor behavior, but they are distinct models and distinct mismatches." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training request; unrelated." - }, - { - "left": "issue:43452", - "right": "issue:44451", - "accept": false, - "reason": "Both are load failures, but one is gguf_file breaking AutoTokenizer/AutoModel loading and the other is a specific tokenizer load regression for ScandiBERT." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "Different loading failures: MobileLLM KeyError vs AutoImageProcessor-from-URL problem." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype drift in evaluate vs MoE auxiliary-loss normalization; unrelated." + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." } ] }, @@ -6390,7 +6690,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:28218", "issue:33357", @@ -6404,26 +6704,27 @@ "issue:43295", "issue:43299", "issue:43334", + "issue:43452", "issue:43493", - "issue:43504", "issue:43525", "issue:43540", "issue:43572", "issue:43606", "issue:43646", + "issue:43688", "issue:43720", + "issue:43742", "issue:43756", - "issue:43824", "issue:43825", "issue:43844", "issue:43927", - "issue:44291", "issue:44361", + "issue:44451", "issue:44466", "issue:44488", "issue:44568", - "issue:44589", "issue:44625", + "issue:44821", "issue:44843", "issue:44849", "issue:44913", @@ -6437,264 +6738,249 @@ "issue:45759", "issue:45803", "issue:45812", - "issue:45823", "issue:45987", "issue:46002" ], "soft_pairs": [ + "issue:43452|issue:44451", + "issue:43278|issue:43688", + "issue:43742|issue:44821", "issue:33666|issue:36010", "issue:44849|issue:45357", - "issue:43525|issue:43572", "issue:43606|issue:43927", "issue:43493|issue:43825", - "issue:43262|issue:43295", "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43525|issue:43572", "issue:43756|issue:44913", "issue:44568|issue:45812", "issue:44625|issue:46002", - "issue:28218|issue:33357", "issue:43720|issue:44361", + "issue:28218|issue:33357", "issue:33666|issue:36331", "issue:39692|issue:43493", "issue:43540|issue:44977", "issue:44964|issue:45405", - "issue:43334|issue:43572", "issue:43493|issue:43844", "issue:45803|issue:45987", "issue:43278|issue:43844", + "issue:43334|issue:43572", "issue:43756|issue:45083", - "issue:43334|issue:45759", "issue:43257|issue:43299", + "issue:43334|issue:45759", "issue:45200|issue:45229", "issue:44488|issue:44843", "issue:39692|issue:43295", - "issue:43824|issue:44589", - "issue:43646|issue:44466", - "issue:45229|issue:45823", - "issue:43504|issue:43606", - "issue:43572|issue:44291", - "issue:33357|issue:33666" + "issue:43646|issue:44466" ], - "prepared_review_unit_hash": "a5cc6a2bcc0ce94c4fd15fd118d01f043fe904d838356fc376faa198b2d022ef", + "prepared_review_unit_hash": "dae9cc122396732359ef0a7f779b681e9bd21055b8584f6e6849c49788a720ea", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37566, - "estimated_input_tokens": 9392, - "estimated_eval_tokens": 19040 + "soft_pair_count": 30, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model/config regressions, and none of the soft pairs look like the same underlying bug or change. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue fits the whole set; the items span many different model families, configs, and failure modes, and the soft pairs are only superficial textual matches.", + "summary": "This is not a true duplicate cluster: the soft pairs mostly share only broad themes like loading regressions, tokenizer/config breakage, or model-specific failures, but they point to different code paths and different models. No soft edge looks like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous (tokenization, config migration, model loading, training, docs/CI) and none clearly subsumes the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest representative issue here because it is open, has the most inbound references, and describes a clear, broadly impactful tokenizer regression.", + "best_issue_reason": "If an anchor is needed, issue 45812 is the strongest standalone report by activity/inbound refs, but it is specific to Granite token IDs and is not a good dedupe representative for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but one is about gguf_file handling in tokenizer/model loaders and the other is a specific model load failure for ScandiBERT; different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval vs auxiliary-loss normalization are unrelated training behaviors, not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A key error when loading MobileLLM and a failure to load AutoImageProcessor from URL involve different APIs and code paths." + }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Different problems: Qwen2-VL multi-GPU training vs. a GenerationMixin import error." + "reason": "Multi-GPU training for Qwen2-VL and an ImportError for GenerationMixin are unrelated." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is output_hidden_states behavior and the other is incorrect visual encoder save keys." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both mention missing pad_token fields, but they affect different configs (Llama4 vs StableLm) and likely different code paths." + "reason": "One is a hidden-states bug in Qwen3.5 generation, the other is incorrect visual-encoder keys on save_pretrained; different symptoms and fixes." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "CPU offload device mismatch for bark-small and DiaConfig losing custom token IDs are different subsystems." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy is unrelated to a pipeline() translation-task error message." + "reason": "SigLIP2 implementation mismatch and a pipeline translation-task error message are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to DiaConfig token-ID persistence and generation errors." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to a regression in processor.tokenizer and image-to-tokenizer handling." + "reason": "Audio chat-template sampling-rate defaulting and a multimodal processor/tokenizer regression are different bugs." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different model/load bugs." + "reason": "Both mention missing padding-token fields, but they affect different configs (Llama4 vs StableLm) and different attribute names." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE layer count mismatch is unrelated to GPTNeoX rotary_pct not reloading." + "reason": "Smollm3 RoPE-layer count mismatch and GPTNeoX rotary_pct reload behavior are unrelated configuration bugs." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenization, but one is missing BOS/EOS addition for mdeberta-v3 and the other is wrong token IDs for Granite models." + "reason": "mdeberta-v3-base missing BOS/EOS insertion is a tokenizer special-token regression, while 45812 is Granite token-ID misgeneration; different models and mechanisms." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different failures with no shared code-path evidence." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same underlying bug." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to a MacOS bus error loading a CLIP model." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to MLukeTokenizer task AttributeErrors." + "reason": "Tokenizer extra-space behavior and a MacOS bus error with CLIP are completely different failures." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature breakage are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 doc example errors and HF/JAX implementation discrepancies are related in topic, but not the same concrete bug." + "reason": "SigLIP2 doc-example errors and SigLIP2 HF-vs-JAX implementation discrepancy are related in model name only, but not the same concrete bug." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe is not the same as Qwen3.5 flash-attention generation issues." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3.5 flash-attention generation issues are different code paths." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Loading Phi-4 multimodal in latest transformers is unrelated to a PEFT minimum-version bump." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-VL pad_token_id config error and StableLm pad_token_idx issue are different config regressions." + "reason": "Phi-4 multimodal load failure and an unreleased MIN_PEFT_VERSION bump are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient growth during training." + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient inflation are different model/training issues." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing errors in Fuyu is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "A bare except swallowing errors in Fuyu tensor conversion and StaticCache returning a tensor instead of int are unrelated utility bugs." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." + "reason": "Embedding dtype change during eval and abnormal gradient growth under ZeRO-3 do not share the same root cause." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Smollm3 RoPE-layer behavior is unrelated to qwen3_omni_moe feature-length helper semantics." + "reason": "Qwen3-VL missing pad_token_id and StableLm missing pad_token_idx are different model configs, not one bug." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Qwen3-VL pad_token_id missing is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Smollm3 RoPE-layer selection and qwen3_omni_moe feature-extraction length calculations are unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MOE accelerate/deepspeed weight conversion and Qwen3VL MOE loading are both model-loading issues but not the same bug." + "reason": "Qwen3 MOE accelerate/deepspeed weight conversion and Qwen3VL Moe loading regression are different loading failures." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_id on Qwen3-VL config is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen 3.5/3.6 multimodal configs." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "mm_token_type_ids defaulting to zeros for fine-tuning is unrelated to Gemma4 multi-GPU inference CUDA OOM." + "reason": "mm_token_type_ids defaulting in text-only fine-tuning and Gemma4 multi-GPU CUDA OOM are different issues." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A model-loading failure for cjvt/sleng-bert is unrelated to offline-mode breakage from unconditional model_info() calls." + "reason": "Loading cjvt/sleng-bert and offline failure caused by unconditional model_info() calls are different tokenizer-loading problems." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 docs problems and processor.tokenizer/image-passing regression are different issues and not mergeable as one fix." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Qwen2_5_VL import failure and Float8 storage type error are unrelated loader/type-system problems." + "reason": "SigLIP2 doc-example problems and a v4.57.5 multimodal processor/tokenizer regression are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage in v5 is not the same as inconsistent lm_head.weight serialization by device." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 multi-GPU CUDA OOM and Gemma4 PLE device mismatch are both Gemma4, but they are different failure modes." - }, - { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "BEiT semantic segmentation legacy field loading and bark-small CPU offload mismatch are unrelated model-specific bugs." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "StableLm missing pad_token_idx and init_empty_weights TypeError are distinct initialization/config issues." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "MacOS bus error loading CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "Custom model initialization breakage in Transformers 5.0 and lm_head.weight serialization differing by device are not the same bug." } ] }, @@ -6713,36 +6999,37 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:15354", "issue:28218", "issue:29942", "issue:30333", + "issue:33357", + "issue:33666", "issue:34567", - "issue:37428", "issue:38175", "issue:42490", "issue:43232", "issue:43278", - "issue:43493", "issue:43504", "issue:43540", + "issue:43572", "issue:43575", "issue:43582", "issue:43606", "issue:43653", "issue:43696", "issue:43701", + "issue:43824", "issue:43844", "issue:43927", - "issue:43957", "issue:43994", "issue:44112", - "issue:44315", + "issue:44291", "issue:44361", "issue:44423", "issue:44464", @@ -6755,10 +7042,9 @@ "issue:44849", "issue:44964", "issue:44977", - "issue:45072", "issue:45084", - "issue:45198", "issue:45200", + "issue:45229", "issue:45290", "issue:45405", "issue:45446", @@ -6767,217 +7053,217 @@ "issue:45823" ], "soft_pairs": [ - "issue:44589|issue:45520", + "issue:45229|issue:45823", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:33357|issue:33666", + "issue:43572|issue:44291", "issue:43927|issue:44361", - "issue:44423|issue:44734", + "issue:44589|issue:45520", "issue:43504|issue:43653", + "issue:44423|issue:44734", "issue:44464|issue:45584", "issue:43606|issue:44112", "issue:43994|issue:44493", "issue:43575|issue:45405", "issue:43278|issue:43701", "issue:44792|issue:45405", + "issue:44521|issue:45290", "issue:29942|issue:30333", "issue:42490|issue:43696", - "issue:44521|issue:45290", "issue:43844|issue:44964", "issue:28218|issue:34567", "issue:44554|issue:45446", - "issue:45084|issue:45520", "issue:43582|issue:44977", "issue:43540|issue:45200", "issue:15354|issue:38175", - "issue:43232|issue:44849", - "issue:37428|issue:43957", - "issue:45072|issue:45198", - "issue:45200|issue:45823", - "issue:44315|issue:44849", - "issue:43493|issue:43701" + "issue:45084|issue:45520", + "issue:43232|issue:44849" ], - "prepared_review_unit_hash": "fd6be3534eeb26b48acf08a7a4c17a3e56164cf8e5002c49071a5bb07744888d", + "prepared_review_unit_hash": "b05bc960f19465d4b43d4a30c87fb5f336cfda2e9bcc9f8b6fafcb56faf056fc", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34877, - "estimated_input_tokens": 8720, - "estimated_eval_tokens": 17696 + "serialized_chars": 34769, + "estimated_input_tokens": 8693, + "estimated_eval_tokens": 17642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated bug reports that only share broad subsystem words (tokenization, generation, flash-attn, device/dtype, serving). None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the soft pairs only share broad subsystems or model families, not the same concrete bug or change. I would reject all soft edges and treat the set as unrelated issues grouped by loose similarity.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue: the items cover distinct bugs across loading, tokenization, generation, training, serving, and CI failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue candidate. If forced, the most detailed/central-looking report is not sufficient to represent the cluster because it does not match the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference problems, but one is CUDA OOM and the other is a device-mismatch forward bug; different failure modes and likely different fixes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class and a Float8 storage lookup error are unrelated code paths." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for BEiT semantic segmentation and CPU-offload device mismatch for bark-small are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both are import/runtime failures, but they affect different symbols and failure modes; not the same bug." + "reason": "Both involve recent version changes, but one is a missing config field and the other is an unexpected init argument during empty-weight loading." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "One is config save/load causing generation index errors; the other is a tokenizer AttributeError in tasks." + "reason": "Different tokenizer/config classes and different failure modes: lost custom token IDs vs AttributeError on tasks." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both involve serve, but one crashes on multimodal input conversion and the other on KV-cache continuation indexing." + "reason": "A missing Float8 storage type and a flash_attn import KeyError are distinct environment/import issues." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: BEiT legacy-field loading vs BigBirdTokenizer special-token registration." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both touch transformers serve, but one crashes in multimodal continuous batching and the other in KV-cache continuation indexing; not the same bug." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Both are generation-related, but one is compiled forward inconsistency and the other is empty-transcription/chat-template behavior." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling after align_special_tokens are different generation bugs." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different models and code paths; one is CPU offload device mismatch, the other is a stale CI test override." + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different bugs: SigLIP2 wrong outputs vs a broad position-id key warning across many models." + "reason": "Siglip2 nonsense outputs and unexpected key-position-id warnings are different model behavior issues." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version requirement issue." + "reason": "Tensor-parallel OOM for a Qwen model and a PEFT version bump/release mismatch are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and checkpoint key mismatch are unrelated training/eval issues." + "reason": "BF16-to-FP32 dtype drift in evaluation and resume_from_checkpoint key mismatch are different training-state problems." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus image-generation test failure is unrelated to the PEFT version bump." + "reason": "A Janus image-generation test failure and a PEFT dependency version issue are not the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template issues, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call messages with no content." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "FlashAttention test failures and MLFlow reporting on failed jobs are different subsystems and failures." + "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning on trailing-slash paths is unrelated to a GPT-oss OOM." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both are apply_chat_template issues, but one is multimodal assistant masks and the other is tool-call content handling." + "reason": "A trailing-slash import warning and a GPT-oss CUDA OOM do not share the same bug." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated problems." + "reason": "ZeRO-3 gradient growth during training and a multimodal model load failure are different issues." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Tokenizer spacing after added tokens and TrainerState token counting are separate concerns." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Different flex-attention/MPS correctness and version-check issues; no shared code-path bug." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Compile-time node handling and flash-attn import lookup are unrelated." + "reason": "An MPS attention correctness bug and a PyTorch version check for flex_attention imports are not the same concrete problem." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention output issues are different failures." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is not the same as Gemma 4 token-type defaults for text-only fine-tuning." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 token-type-id defaults are different multimodal bugs." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export failure and Siglip2 zero probabilities are unrelated model behaviors." }, { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs update after sync_gpus is a different bug from Qwen3.5 hidden-states behavior." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Missing flash-attention helper import and meta-device model-loading breakage are distinct issues." - }, - { - "left": "issue:45072", - "right": "issue:45198", - "accept": false, - "reason": "Bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures do not share the same underlying bug." - }, - { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Token-type-id defaults and Gemma4 PLE device mismatch are different problems." + "reason": "Template-node compilation error and flash_attn import KeyError are unrelated." }, { - "left": "issue:44315", + "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to Qwen3.5 output_hidden_states behavior." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy and resume-from-checkpoint key mismatch are unrelated." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different code paths and fixes." } ] }, @@ -6996,10 +7282,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:28218", "issue:35141", @@ -7018,7 +7304,7 @@ "issue:43572", "issue:43575", "issue:43653", - "issue:43819", + "issue:43701", "issue:43824", "issue:43827", "issue:43844", @@ -7028,7 +7314,7 @@ "issue:43957", "issue:43975", "issue:44112", - "issue:44206", + "issue:44315", "issue:44442", "issue:44466", "issue:44514", @@ -7036,253 +7322,267 @@ "issue:44554", "issue:44610", "issue:44792", + "issue:44849", "issue:44898", "issue:44936", "issue:44987", - "issue:45083", + "issue:45072", "issue:45127", "issue:45198", "issue:45200", - "issue:45245", "issue:45325", "issue:45356", "issue:45412", "issue:45563", - "issue:45584" + "issue:45823" ], "soft_pairs": [ + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:43493|issue:43701", "issue:43295|issue:44610", "issue:44554|issue:45356", "issue:44898|issue:45412", "issue:44466|issue:45127", - "issue:43572|issue:44987", "issue:44792|issue:45563", + "issue:43572|issue:44987", + "issue:45200|issue:45325", "issue:37428|issue:43824", "issue:43572|issue:43957", - "issue:45200|issue:45325", - "issue:43295|issue:43450", "issue:43844|issue:44936", + "issue:43295|issue:43450", "issue:43334|issue:43525", - "issue:43824|issue:43975", "issue:43295|issue:43873", + "issue:43824|issue:43975", "issue:43388|issue:43526", - "issue:42915|issue:43824", "issue:38175|issue:45412", + "issue:42915|issue:43824", "issue:38175|issue:43493", "issue:44514|issue:44521", "issue:44442|issue:45198", "issue:28218|issue:35141", - "issue:42490|issue:43493", "issue:43278|issue:43856", + "issue:42490|issue:43493", "issue:43653|issue:44112", - "issue:43450|issue:43575", "issue:43827|issue:43901", - "issue:44206|issue:45584", - "issue:45127|issue:45245", - "issue:43819|issue:45083" + "issue:43450|issue:43575" ], - "prepared_review_unit_hash": "9cb2039c1dd20c5ddd9fb136ad8c12400b4491ed915f9e424b458496ef22e61d", + "prepared_review_unit_hash": "caed869de42c21af4c40ad298961d4f9893b49a109e985027d79a42377c8bd1c", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36673, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "soft_pair_count": 31, + "serialized_chars": 37236, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft edges are mostly false positives: they share broad subsystem or model-family overlap, but not the same concrete bug. No PRs are present. The set is heterogeneous overall, with no strong duplicate cluster.", + "summary": "This cluster is mostly a loose similarity set of unrelated transformer regressions, import errors, and model-specific bugs; I don\u2019t see any soft pair that clearly represents the same underlying fix.", "confidence": 0.94, - "canonical_issue_reason": "Issue 44521 is the closest thing to a cluster anchor because it is open, recent, and has the highest user-facing activity among the remaining items, but the surrounding issues are too heterogeneous to treat it as a true canonical duplicate target.", + "canonical_issue_reason": "issue:43824 has the strongest discussion/inbound-reference signal and is a concrete user-facing regression, so it\u2019s the best anchor issue in this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the best overall representative only in the loose sense of being the most active, general multimodal regression here; it is not a valid dedup target for the other items.", + "best_issue_reason": "issue:43824 is the most central and visible issue by activity, but it is still too narrow to serve as a true umbrella for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different failures in different models: bfloat16 dtype mismatch vs save_pretrained/tokenization breakage." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is text-only mm_token_type_ids defaulting, the other is a device_map forward mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing flash-attention helper versus meta-device loading failures; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Model_init/Liger Kernel application issue and a Qwen3.5 hidden-states bug are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different problems." + }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal processor regressions, but one is a processor.tokenizer/image-handling regression and the other is a video/input-size mismatch; different code paths and fixes." + "reason": "Processor.tokenizer/image passthrough regression versus wrong processor output size; separate bugs." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "One is an MPS attention correctness bug; the other is a tokenizer codec/warning regression. No shared underlying defect." + "reason": "MPS attention correctness and tokenizer codec handling are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated bugs in different models/subsystems." + "reason": "Interpolation/image-classification failure and RT-DETR memory leak are not the same bug." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve tied/serialization semantics, but one is inconsistent lm_head serialization by device and the other is LoRA merge collapse after vocab extension; not the same fix." + "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale generate() warning do not share a concrete root cause." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading regressions, but the reported symptoms and likely causes differ; too little evidence they are the same bug." + "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast are different failures." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Janus image-generation test failure and a stale paged-generate warning are distinct generation issues." + "reason": "Gemma4 text-only mm_token_type_ids and Qwen2.5-VL rope-index scaling are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different modules; not the same underlying import breakage." + "reason": "Both are import errors, but they concern different missing symbols and different regressions." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "One is a missing pad_token_idx config regression; the other is a meta-device model-loading failure affecting some models. Not the same bug." + "reason": "Missing pad_token_idx and meta-device loading breakage are unrelated." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and Qwen2.5-VL rope-index scaling are separate model-specific correctness issues." + "reason": "DeepSpeed gradient growth and trainer.evaluate() failing after train are different code paths." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both touch processors, but one is about processor.tokenizer/image routing and the other is batched video output shape; different defects." - }, - { - "left": "issue:43844", - "right": "issue:44936", - "accept": false, - "reason": "Gradient explosion under ZeRO-3 and evaluate() failing after train() are not the same training-state problem." + "reason": "Custom processor/tokenizer regression and video batched shape handling are distinct issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class (missing pad_token_id), but different config classes/models and no evidence of a shared root cause." + "reason": "Same symptom class (missing pad_token_id), but for different model configs and likely different fixes." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "An import error for Qwen2.5-VL and a detokenization regression in DeepSeek Coder are unrelated." + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Processor-tokenizer regression vs quantization offloading behavior; too different to merge." + "reason": "Missing Qwen2_5_VL export and DeepSeek detokenization regression are different bugs." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern labels, but one drops tuple label elements in gather_for_metrics while the other reduces labels incorrectly in an image processor; not the same path." + "reason": "gather_for_metrics label truncation and BeitImageProcessorFast reduce_labels are separate functions and failures." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "FP8-config failure in Qwen3MoE and a Qwen2.5-VL import error are unrelated." + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "SigLIP2 zero-probability behavior and RT-DETR memory cleanup are entirely different bugs." + "reason": "Qwen3Moe FP8 config failure and a missing Qwen2_5_VL import are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same bug." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same processor family and similar API surface, but one is a batched padding=False crash and the other is zero assistant masks for multimodal inputs; different failure modes." + "reason": "Same method area, but one is a batched padding=False crash and the other is all-zero assistant masks; not clearly the same underlying defect." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failure modes: loading FastSpeech2ConformerTokenizer vs save_pretrained/tokenization failures in Wav2Vec2." + "reason": "AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are different tokenization bugs." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate tokenizer/model-weight bugs." - }, - { - "left": "issue:42490", - "right": "issue:43493", - "accept": false, - "reason": "Path-with-trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/eval dtype drift and Qwen3 MoE memory inefficiency are different problems." + "reason": "Training/eval dtype drift and Qwen3 MoE memory usage are different issues." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure do not share the same bug." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM while loading a large model are unrelated." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are different bugs." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions about pipelines, but they refer to different pipeline APIs and deprecations; not duplicates." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Unsupported center argument in a feature extractor and Whisper empty-transcription failure after align_special_tokens are different audio bugs." + "reason": "Both are docs/API-deprecation complaints, but they cover different pipelines and different removed parameters." }, { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA/tied-weights collapse after vocab extension is unrelated to the 2^24 category limit runtime error." - }, - { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "DAC latent/STE mismatch and qwen3_omni_moe feature-length helper behavior are unrelated code paths." + "reason": "Video processor batching shape and Qwen2-57B-A14B-Instruct TP OOM are unrelated." } ] }, @@ -7301,10 +7601,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:29127", "issue:29942", @@ -7323,13 +7623,11 @@ "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", "issue:43825", "issue:43931", "issue:44112", "issue:44206", - "issue:44292", "issue:44351", "issue:44360", "issue:44448", @@ -7343,20 +7641,25 @@ "issue:44857", "issue:45072", "issue:45083", + "issue:45127", "issue:45200", + "issue:45245", "issue:45290", "issue:45310", "issue:45381", "issue:45478", - "issue:45520", + "issue:45584", "issue:45588", "issue:45593", "issue:45823", "issue:45859" ], "soft_pairs": [ - "issue:43262|issue:43450", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:43819|issue:45083", "issue:43819|issue:44112", + "issue:43262|issue:43450", "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:43335|issue:43550", @@ -7366,13 +7669,13 @@ "issue:44857|issue:45593", "issue:45200|issue:45588", "issue:43278|issue:43825", - "issue:37428|issue:44351", "issue:44360|issue:44561", "issue:29942|issue:32090", - "issue:44206|issue:45823", + "issue:37428|issue:44351", "issue:43611|issue:43931", - "issue:39692|issue:43526", + "issue:44206|issue:45823", "issue:43335|issue:43653", + "issue:39692|issue:43526", "issue:43819|issue:44493", "issue:43550|issue:44112", "issue:43335|issue:43504", @@ -7382,259 +7685,245 @@ "issue:29127|issue:32090", "issue:45588|issue:45859", "issue:39692|issue:44493", - "issue:44292|issue:45520", "issue:44448|issue:44779", - "issue:38175|issue:44493", "issue:43335|issue:45072", - "issue:43335|issue:44112", - "issue:44462|issue:44561", + "issue:38175|issue:44493", + "issue:43335|issue:45593", "issue:44561|issue:44779", - "issue:43720|issue:44112" + "issue:44462|issue:44561" ], - "prepared_review_unit_hash": "6fd9d30c8f8c0aeffc2e20a26b81b7d0f1cead8db6e9f43239e1f0011357da02", + "prepared_review_unit_hash": "40169831aa24762cac04a0de2de99878b6e962139806f93e199d3e297ee3ea5f", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37677, - "estimated_input_tokens": 9420, - "estimated_eval_tokens": 19096 + "soft_pair_count": 36, + "serialized_chars": 38014, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issue reports; there is one clear duplicate pair: the Qwen3.5 MoE `from_pretrained` regression in issue:45310 and issue:45478. The rest share broad subsystem keywords but describe different bugs/code paths.", + "summary": "The cluster is mostly a set of unrelated issues linked only by soft similarity. Only one pair is a clear duplicate: the Qwen3.5 MoE `from_pretrained` error appears twice with the same title and same underlying bug.", "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the same Qwen3.5 MoE `from_pretrained` regression; issue:45478 is a near-identical follow-up.", + "canonical_issue_reason": "Issue 45310 is the earlier report of the Qwen3.5 MoE `from_pretrained` failure and is duplicated later by 45478 with the same title and problem description.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best canonical anchor because it captures the duplicated bug clearly and predates the later duplicate report.", + "best_issue_reason": "Issue 45310 is the best issue representative because it is the earliest, matches the duplicate report exactly, and has slightly more opportunity for discussion/context than the later duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: one is a feature-extractor argument crash, the other is a Whisper generation failure after token alignment." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: LoRA merge / tied embeddings versus a category-count runtime limit." + }, + { + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different processors and failures: audio chat template sampling-rate default vs batched video shape bug." + "reason": "Different code paths in different models; DAC latent reconstruction mismatch is not the same as qwen3_omni_moe length calculation behavior." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different models and code paths: DAC latent/STE mismatch vs GraniteSpeech CI device override test." + "reason": "DAC latent/STE behavior and GraniteSpeech stale-device test failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video processor shape handling are different issues." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different components and symptoms: processor input size mismatch vs LwDetr loss AMP crash." + "reason": "Different model families and failures: processor input-size mismatch versus AMP/CUDA loss crash." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "One is an import error for a flash-attn helper; the other is broad Torch 2.10 compatibility." + "reason": "A missing flash-attention import and a Torch 2.10 compatibility issue are not the same concrete bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different model families and bugs: SwitchTransformers config layer creation vs Bamba torch.compile/SDPA failure." + "reason": "Sparse-layer misconfiguration and torch.compile SDPA failure are different problems." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for Bark vs a helper length-calculation bug in qwen3_omni_moe." + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Different failures: chat template with tool calls vs Qwen2.5-VL video position IDs." + "reason": "Chat-template/tool-call crash and Qwen2.5-VL video position-id issue are different code paths." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output regression is unrelated to Qwen recurrent-state reset logic." + "reason": "Output drift for Pegasus v4/v5 and qwen3_5 recurrent-state reset are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different training-time failures: float16 AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaulting issue is unrelated to flash_attention `s_aux=None` crash." + "reason": "Gemma4 token-type-id defaulting and flash-attention `s_aux=None` handling are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate is not the same as the v5 pipeline translation-task error message bug." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and causes (`_flash_supports_window_size` vs `HybridCache`)." + "reason": "Embedding dtype mismatch and pipeline translation-task messaging are different issues." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." + "reason": "DSA indexer ReLU discussion is unrelated to `is_torch_fx_available` removal breaking `trust_remote_code` models." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are different issues." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are unrelated." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch under `device_map=\"auto\"`." + "reason": "Both are import errors, but for different missing symbols and likely different fixes." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Generic `base_model_prefix` loading breakage is not the same as Qwen3-VL weight-shape mismatch." + "reason": "base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading issues." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "SigLIP2 docs/model mismatch and quantization failure is unrelated to BeitImageProcessorFast `reduce_labels` truncation." + "reason": "Different Gemma-related failures: unsupported feature-extractor arg versus device mismatch during forward." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer mask-token decode behavior." + "reason": "Sparse-layer creation bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and BeitImageProcessorFast `reduce_labels` behavior are different issues." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward/latent mismatch is unrelated to the position-id key issue affecting many models." + "reason": "DAC latent mismatch and unexpected position-id keys are not the same bug." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to the GraniteSpeech CI stale device override test." + "reason": "torch.compile/SDPA failure in Bamba and GraniteSpeech CI device-override flake are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers layer-count config bug is unrelated to Beit pretrained preset loading with legacy fields." + "reason": "Sparse-layer config bug and BEiT legacy-field loading bug are different problems." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `IndentationError` in DebertaV2 import is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 IndentationError in DebertaV2Model and qwen3_omni_moe length helper behavior are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same Qwen3.5 MoE `from_pretrained` regression, with matching title and failure mode." + "reason": "Same title, same model family, and same `from_pretrained` failure; this is a clear duplicate report." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to the bfloat16 dtype mismatch in inference." + "reason": "Different model/dtype problems: SwitchTransformers sparse-layer config versus bfloat16 inference mismatches." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-clarity error message and Trainer `_gpu_broadcast_one` TypeError are unrelated." + "reason": "LayoutLMv3 box-info error messaging and Trainer broadcast NoneType error are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3_5/MoE/offload, but one is a flash_attention `s_aux=None` crash and the other is a rotary-embedding CPU-offload incompatibility." + "reason": "Flash-attention sinkless-model crash and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/quantization issue is unrelated to the position-id key regression." - }, - { - "left": "issue:44292", - "right": "issue:45520", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as the Python 3.13 `flash_attn` import KeyError." + "reason": "SigLIP2 documentation/model mismatch and position-id key regressions are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output differences and DeepSeek tokenizer regressions are different bugs." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 zero-probabilities bug is unrelated to the position-id key regression." - }, - { - "left": "issue:43335", - "right": "issue:45072", - "accept": false, - "reason": "Same as the other SwitchTransformers/dtype pair: unrelated bugs in the same broad area." - }, - { - "left": "issue:43335", - "right": "issue:44112", - "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech CI device override test are unrelated." - }, - { - "left": "issue:44462", - "right": "issue:44561", - "accept": false, - "reason": "Tokenizer.json loading behavior and `is_torch_fx_available` removal are unrelated regressions." + "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer v5 regression are different issues." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Trust-remote-code breakage from helper removal is unrelated to DeepSeek tokenizer output changes." + "reason": "`is_torch_fx_available` removal breakage and Deepseek tokenizer regression are unrelated." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "BitNet accelerate unpacking bug is unrelated to the GraniteSpeech stale device override test." + "reason": "AutoTokenizer ignoring tokenizer.json and `is_torch_fx_available` removal are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted duplicate pair (issue:45310 / issue:45478) is well-supported by matching titles and the same Qwen3.5 MoE from_pretrained regression, and the rest of the soft-edge rejections are phrased cautiously without overstating evidence." + "feedback": "Grounded in the packet and appropriately conservative. The only accepted soft edge, issue:45310 \u2194 issue:45478, is well supported by the identical title and matching Qwen3.5 MoE from_pretrained failure; the rest are reasonably treated as unrelated soft similarities." }, "evaluator_used": true, "retried": false, @@ -7650,10 +7939,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:10000", "issue:15354", @@ -7672,14 +7961,15 @@ "issue:43412", "issue:43526", "issue:43550", - "issue:43575", "issue:43606", "issue:43701", + "issue:43720", "issue:43723", "issue:43854", "issue:43873", "issue:43927", - "issue:43976", + "issue:44112", + "issue:44292", "issue:44448", "issue:44493", "issue:44554", @@ -7693,10 +7983,9 @@ "issue:45229", "issue:45245", "issue:45372", - "issue:45406", - "issue:45440", "issue:45459", "issue:45491", + "issue:45520", "issue:45563", "issue:45588", "issue:45698", @@ -7704,13 +7993,15 @@ "issue:45803" ], "soft_pairs": [ + "issue:44292|issue:45520", + "issue:43720|issue:44112", "issue:44977|issue:45229", "issue:42490|issue:43854", "issue:40444|issue:43526", "issue:34689|issue:35141", - "issue:44448|issue:44977", "issue:43606|issue:44857", "issue:43723|issue:44554", + "issue:44448|issue:44977", "issue:44857|issue:45072", "issue:28218|issue:32090", "issue:44977|issue:45563", @@ -7718,231 +8009,222 @@ "issue:43701|issue:45083", "issue:44568|issue:45491", "issue:43550|issue:45083", - "issue:37428|issue:44987", "issue:45198|issue:45803", - "issue:29942|issue:35141", - "issue:45372|issue:45588", + "issue:37428|issue:44987", "issue:43873|issue:44493", - "issue:32090|issue:33357", + "issue:45372|issue:45588", + "issue:29942|issue:35141", "issue:45459|issue:45712", + "issue:32090|issue:33357", "issue:43873|issue:45229", "issue:45245|issue:45563", "issue:43412|issue:45588", "issue:43278|issue:43329", "issue:41720|issue:45229", - "issue:10000|issue:15354", - "issue:43976|issue:45440", - "issue:42490|issue:43575", - "issue:45372|issue:45406" + "issue:10000|issue:15354" ], - "prepared_review_unit_hash": "6c1dda20d1cfded88b308eefeb07a2750a3a65dde9cac36b07ff6983183be230", + "prepared_review_unit_hash": "3334ba41d005cbd35b01106150a651a770824197dd0c43b73f48990285af8481", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36341, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "soft_pair_count": 29, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated issues spanning tokenization, model loading, precision/device-mismatch, attention kernels, and multimodal processor bugs. None of the soft-edge pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #42490 is the clearest generic loading-path bug in the set, with a reproducible and narrowly scoped root cause (local model path normalization trailing slash).", + "summary": "The candidate pairs are broadly heterogeneous: they span unrelated model-specific failures, tokenizer/config serialization bugs, CI-only regressions, attention/offloading issues, and import errors. None of the suggested soft edges look like the same underlying bug or change, so they should all stay separate.", + "confidence": 0.21, + "canonical_issue_reason": "issue:43873 is the broadest, currently open infrastructure bug in the set and has the most surrounding references, so it is the best anchor if one issue must represent the group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #42490 is a good representative because it is a concrete, user-facing loading regression with a clear failure mode and likely straightforward fixability.", + "best_issue_reason": "issue:43873 is the best global issue candidate because it is active and comparatively general (offloading/quantization), but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated scopes: BitNet packed-weights loading bug vs GraniteSpeech CI device-override test flake." + }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different failure modes and subsystems: flash-attention generation behavior vs multi-GPU CUDA OOM." + "reason": "Both are model/inference problems, but one is flash-attention generation behavior and the other is multi-GPU CUDA OOM for Gemma4." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both are loading-related, but one is a path-trailing-slash warning and the other is a specific model-load failure for a named checkpoint." + "reason": "Local-path trailing-slash import warning is unrelated to GLM-4.7-Flash loading failure in tests." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Unrelated areas: multimodal iterable dataset finetuning vs BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction bug." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading regression vs token-embedding resize/post-init reinitialization; not the same bug." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Different models and errors; Pegasus output drift across versions is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Llama 3.2 model loading regression and token-embedding reinit on resize are different code paths and symptoms." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch is a different concrete bug than float16 AMP crashes in LWDETR loss." + "reason": "CPU offload device mismatch for Bark-small is not the same bug as float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated code paths." + "reason": "Tokenizer loading in v5 is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same underlying issue as Qwen3.5 flash-attention generation failure." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/precision, but they affect different models and different execution paths; not one bug." + "reason": "Both mention dtype problems, but they affect different models and different failures; not the same concrete bug." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to Trainer broadcast TypeError." + "reason": "Tokenizer added-space behavior and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure vs a stale warning in paged generate(); different underlying issues." + "reason": "Flash-attention generation bug and stale num_return_sequences warning in paged generate are different issues." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load flows, but one loses custom token IDs in config and the other loads the wrong custom module; distinct defects." + "reason": "Custom token IDs lost after save/load is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different bugs." + "reason": "mdeberta special-token regression and Gemma3 NaN embeddings with sliding-window attention are unrelated." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to qwen3_omni_moe feature-length computation." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe output-length helper behavior." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Both are load-time issues around flash attention, but the concrete failures and target code paths differ." + "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature bare-except error hiding are different bugs." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except swallowing errors in Fuyu are not the same defect." + "reason": "Both involve loading/imports, but the specific flash_attention_utils import error and the physical-intelligence/fast load failure are not clearly the same bug." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + "reason": "Quantization/offloading behavior and unexpected position-id key warnings are unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor loading fails due to a missing dependency import, while the other is a flash-attention AttributeError on sink-less models." + "reason": "Gemma 4 processor import failure due to ReasoningEffort is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Quantization/offloading behavior and unexpected position-id keys are distinct problems." + "reason": "Failing Flash Attention 2 tests do not match the token-embedding reinitialization bug." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to a MacOS bus error with a CLIP model." + "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes leaking into dir(transformers) are different maintenance bugs." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer protobuf error handling and leftover dummy classes are unrelated repository hygiene/runtime issues." + "reason": "Trainer broadcast TypeError and MacOS bus error with CLIP are unrelated." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading behavior is not the same as a multi-GPU OOM during Gemma4 inference." + "reason": "Offloading/quantization regression is not the same as Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality limit error and stale generate warning are unrelated." + "reason": "Category-limit RuntimeError and stale paged-generate warning are unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failures and flash-attention sinkless-model AttributeError are different code paths." + "reason": "Executorch export guards/erfinv support and flash_attention.py s_aux=None crash are different code paths." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to the undefined video-branch helper issue." + "reason": "BF16-to-FP32 embedding dtype change and undefined video-token helper variables are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and CUDA OOM are different failure classes." + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same problem as Gemma4 multi-GPU OOM." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert issue and torch.jit generator-expression export issue are unrelated and very old." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." - }, - { - "left": "issue:42490", - "right": "issue:43575", - "accept": false, - "reason": "Local-path loading warning is unrelated to tensor-parallel OOM on a large Qwen model." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer in serve are different concrete failures." + "reason": "German DistilBertModel issue and GeneratorExp unsupported by torch.jit.script are unrelated, years apart, and on different models." } ] }, @@ -7961,10 +8243,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:25251", "issue:28218", @@ -7985,9 +8267,11 @@ "issue:43278", "issue:43381", "issue:43421", + "issue:43575", "issue:43653", "issue:43756", "issue:43873", + "issue:43976", "issue:43994", "issue:44186", "issue:44206", @@ -7998,255 +8282,261 @@ "issue:44462", "issue:44466", "issue:44479", - "issue:44610", "issue:44743", "issue:44857", "issue:44871", "issue:44977", "issue:45198", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45520", "issue:45588", - "issue:45593", "issue:45823" ], "soft_pairs": [ + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:42490|issue:43575", "issue:43065|issue:43994", "issue:28218|issue:29127", - "issue:43065|issue:45412", "issue:45372|issue:45459", + "issue:43065|issue:45412", "issue:44857|issue:45588", "issue:44448|issue:44466", - "issue:43653|issue:44743", "issue:45588|issue:45823", + "issue:43653|issue:44743", "issue:43278|issue:43381", "issue:25251|issue:32090", - "issue:44206|issue:44479", - "issue:43994|issue:45412", "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:44206|issue:44479", "issue:43066|issue:44462", "issue:44361|issue:45198", - "issue:44451|issue:45520", "issue:42915|issue:42994", "issue:44871|issue:44977", + "issue:44451|issue:45520", "issue:44265|issue:45198", "issue:43756|issue:45440", - "issue:29942|issue:30064", "issue:43421|issue:45491", - "issue:33357|issue:39692", + "issue:29942|issue:30064", "issue:43257|issue:43278", + "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:32090|issue:33290", - "issue:42490|issue:43873", - "issue:44610|issue:45412", - "issue:45440|issue:45593" + "issue:42490|issue:43873" ], - "prepared_review_unit_hash": "8f232ed4bae1f726392dbc8e96089e6056012ec297a05f53016c5f5789bc8f1b", + "prepared_review_unit_hash": "b33a337b833dfea69b8d198c561b8146ac57c30410103fcae66f580fdacca1fb", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35789, - "estimated_input_tokens": 8948, - "estimated_eval_tokens": 18152 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a broad mix of unrelated tokenizer, loading, training, quantization, and vision bugs. The soft pairs mostly share only broad subsystem overlap, so none look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is a loose semantic grouping of unrelated transformer bugs and regressions, not a true duplicate set. None of the soft edges are close enough to merge into a single underlying issue/change.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue: the items span different subsystems and failure modes, so there is no single underlying bug to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good dedupe representative; the cluster is heterogeneous, so picking one would misrepresent the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: Python version support regression vs DeepseekV3 implementation divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is a missing dependency import and the other is a processor attribute crash; not the same code-path bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated issues: trailing-slash local path warning vs tensor-parallel OOM on a specific Qwen model." + }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different models and failure modes: Sam3PixelDecoder dummy Conv2d vs SigLIP2 bad AutoModel/pipeline output." + "reason": "Different model families and failures: dummy Conv2d in Sam3PixelDecoder vs wrong SigLIP2 outputs in AutoModel/pipeline." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message clarity issue; unrelated root causes." + "reason": "Tokenizer whitespace bug vs LayoutLMv3 error-message clarity issue; not the same defect." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Sam3PixelDecoder placeholder layer is unrelated to RT-DETR memory not being released." + "reason": "Gemma4 processor import breakage is distinct from tokenizer error masking when protobuf is absent." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Gemma 4 processor import failure and protobuf error masking are separate tokenizer-loading problems." + "reason": "Different subsystems: Sam3PixelDecoder implementation detail vs RT-DETR memory release bug." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr float16 AMP crash is unrelated to flash-attention s_aux=None handling." + "reason": "Different crash paths: LwDetrImageLoss AMP/CUDA failure vs flash_attention integration crashing on sink-less models." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is generation-output drift and the other is tied-weight serialization inconsistency." + "reason": "Both are v5 behavior regressions, but one is generation output mismatch and the other is lm_head serialization inconsistency; not one concrete bug." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to Qwen recurrent-state reset logic." + "reason": "Flash-attention crash on s_aux=None is unrelated to Gemma4 PLE device placement mismatch." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Both involve Gemma-related code, but one is a flash-attention AttributeError and the other is a device-map forward mismatch." + "reason": "BigBird tokenizer special-token registration bug vs Qwen3.5 recurrent-state reset bug; unrelated code paths." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are distinct issues." + "reason": "Embedding dtype drift in eval vs gradient checkpointing being unsupported in eval mode are different issues." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting regression is unrelated to Trainer NoneType broadcast failure." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer NoneType broadcast failure." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Unsupported feature arg in LasrFeatureExtractor does not match the Qwen video-input regression." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; different components and symptoms." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference regression is unrelated to RT-DETR memory cleanup." + "reason": "SigLIP2 inference regression is unrelated to RT-DETR object lifetime/memory cleanup." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different code paths." + "reason": "Feature extractor center-arg regression is not the same as Qwen VL video input regression." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are separate tokenizer-loading behaviors." + "reason": "Tokenizer decoder-type mismatch in v5 is different from AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:44451", - "right": "issue:45520", - "accept": false, - "reason": "Model load failure for ScandiBERT and flash_attn KeyError on Python 3.13 are unrelated." + "reason": "MLukeTokenizer task crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer/model bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized-model saving failure are both quantization-related but different bugs." + "reason": "Qwen3 MOE FP8 load failure and quantized model saving failure are both quantization-adjacent but not the same bug." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS config mismatch and flash-attention generation regression are unrelated." + "reason": "Gemma3 eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are separate issues." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization problems." + "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model implementations and defects: RoPE-layer drop vs DeepseekV3MoE divergence." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." + "reason": "Smollm3 RoPE-layer mismatch is not the same underlying bug as DeepseekV3 divergence." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor update bug and Gemma3 NaN embeddings are unrelated." + "reason": "Runtime special-token post-processor update bug vs Gemma3 mixed-length NaN embeddings are different code paths." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "MacOS bus error on CLIP model load is unrelated to SigLIP2 documentation-example mistakes." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to BF16-to-FP32 eval dtype drift." + "reason": "Qwen3 MOE weight conversion failure and embedding dtype drift in eval are distinct problems." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are separate issues, one runtime and one docs/example." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counter not updating." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and Adafactor+deepspeed OOM are distinct training issues." + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different failures." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to quantization offloading behavior." - }, - { - "left": "issue:44610", - "right": "issue:45412", - "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory retention." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model bugs." + "reason": "Local-path trailing-slash warning is unrelated to quantization offloading not working as expected." } ] }, @@ -8265,10 +8555,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:29127", "issue:29942", @@ -8286,48 +8576,49 @@ "issue:43526", "issue:43531", "issue:43575", - "issue:43646", "issue:43653", "issue:43701", "issue:43761", "issue:43824", "issue:43931", "issue:44062", - "issue:44077", "issue:44079", "issue:44186", "issue:44206", "issue:44279", - "issue:44387", "issue:44442", "issue:44464", + "issue:44610", "issue:44625", "issue:44743", "issue:44811", "issue:44857", "issue:44977", - "issue:45003", "issue:45072", "issue:45103", "issue:45245", "issue:45372", + "issue:45412", "issue:45440", "issue:45491", "issue:45584", "issue:45588", + "issue:45593", "issue:45834", "issue:45859", "issue:45907" ], "soft_pairs": [ + "issue:44610|issue:45412", + "issue:45440|issue:45593", "issue:43824|issue:44279", "issue:43653|issue:44442", "issue:43761|issue:45859", "issue:43526|issue:45834", "issue:43381|issue:43701", "issue:45103|issue:45372", - "issue:29942|issue:36010", "issue:43526|issue:44186", + "issue:29942|issue:36010", "issue:29127|issue:33357", "issue:43334|issue:43531", "issue:44625|issue:45584", @@ -8340,211 +8631,202 @@ "issue:43526|issue:44857", "issue:42490|issue:43381", "issue:44062|issue:45907", + "issue:43232|issue:43388", "issue:43575|issue:43701", "issue:44743|issue:44811", "issue:43441|issue:45588", - "issue:43232|issue:43388", - "issue:43646|issue:44077", - "issue:43761|issue:44079", - "issue:43575|issue:44387", - "issue:45003|issue:45440" + "issue:43761|issue:44079" ], - "prepared_review_unit_hash": "cd69876bda4584e3eae62d9a3a1df6bfda0eb8b70d8926057462ec7ad151d05b", + "prepared_review_unit_hash": "4c18082637501e32e5ef06f7bb7bd8da50e6f3099bea44fe7afc2914c3860373", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36134, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35278, + "estimated_input_tokens": 8820, + "estimated_eval_tokens": 17896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues (imports, generation, tokenizer/image processor bugs, flash-attention, model-specific regressions). I don\u2019t see a single underlying bug or change that ties them together strongly enough to pick one canonical representative or merge any soft-edge pair.", - "confidence": 0.91, + "summary": "No safe duplicate canon emerges here: the items span many unrelated bugs across tokenizers, generation, vision/audio processors, flash-attention, and import/runtime errors. All soft pairs appear to be false positives rather than the same underlying issue.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a reliable canonical because the cluster is heterogeneous and the soft pairs do not describe the same concrete failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: OmDet input-size mismatch vs RT-DETR memory retention." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and bugs: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss handling." + }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "One is a specific missing export for `Qwen2_5_VLForConditionalGeneration`; the other is a vague dependency/loading problem with no shared code-path evidence." + "reason": "One is a specific Qwen2.5-VL import error; the other is a broad dependency issue." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but they affect different models and different failure modes (`BigBirdTokenizer` special-token registration vs `AutoTokenizer` loading `FastSpeech2ConformerTokenizer`)." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to FastSpeech2Conformer AutoTokenizer loading." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different model families and bugs: CLIPVision hidden-states regression vs Qwen3_5 MoE rotary embedding CPU-offload incompatibility." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3.5 MoE CPU-offload rotary embedding." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiT image processor label reduction bug is unrelated to Kosmos2.5 OCR long-input index errors." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are distinct training/runtime issues." + "reason": "Gradient-checkpointing in eval mode and resume-from-checkpoint key mismatch are different code paths." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling is unrelated to the `ReasoningEffort` import failure in Gemma 4 processor loading." + "reason": "auto_docstring annotation parsing crash is unrelated to mistral_common ReasoningEffort import failure." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as a `GenerationMixin` import removal/visibility issue." + "reason": "Different tokenizers/processors and failure modes; not the same underlying bug." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Different processor/tokenizer code paths and symptoms: label reduction in BEiT vs NER/padding crashes in LayoutLMv2Tokenizer." + "reason": "Failing Flash Attention 2 tests are not the same as a GenerationMixin import error." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and a MacOS bus error on community CLIP loading are unrelated." + "reason": "LayoutLMv3 box-info error and CLIP MacOS bus error are unrelated." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL `pad_token_id` loading failure and Qwen3-MoE sliding-window behavior are different bugs." + "reason": "Qwen3-VL missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 config is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression is unrelated to the 2^24 category limit runtime error." + "reason": "Flash-attention generation issues are unrelated to the 2^24 categories limit error." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging issue and embedding reinitialization in `post_init` are different model behaviors." + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization are different bugs." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings under mixed-length sliding-window batching are not the same problem." + "reason": "Chunked generation with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window padding." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are separate model-loading bugs." + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are separate loading/configuration problems." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch in unrelated models are different subsystems and code paths." + "reason": "AutoTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and LasrFeatureExtractor unsupported-arg crashes are unrelated processor bugs." + "reason": "Audio chat-template sampling-rate default issue is unrelated to LasrFeatureExtractor center-arg crash." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BEiT label reduction and LwDetrImageLoss float16/CUDA crash affect different components and do not share an underlying change." + "reason": "BeitImageProcessorFast label reduction bug does not match LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path slash import warning and gradient-checkpointing-in-eval are unrelated." + "reason": "Local-path trailing-slash import warning is unrelated to gradient-checkpointing eval-mode behavior." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "`AddedToken` duplicate `special` argument is unrelated to `list_repo_files` not forwarding `revision`." + "reason": "AddedToken special-flag duplication is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label trimming are different concerns." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B and resume-from-checkpoint key mismatch are distinct issues." + "reason": "Tensor-parallel OOM when loading a model is unrelated to checkpoint key mismatch." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug and Whisper `batch_decode` skip_special_tokens handling are unrelated generation/decoder issues." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Ministral-3 flash-attention failure and sink-less flash_attention.py `s_aux=None` crash are both attention-related but not the same concrete bug." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs update after `sync_gpus` and `gather_for_metrics` dropping tuple labels are unrelated distributed-training bugs." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0.0 and `patchtsmixer` post_init contract change are not the same underlying change." + "reason": "Ministral-3 FlashAttention failure is unrelated to sink-less-models s_aux=None crash." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVision hidden_states regression and `ModelOutput` None-key assignment are separate model-output bugs." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both can OOM, but one is TP loading of a specific Qwen model while the other is increased reserved memory under int4 quantization." - }, - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "Unsafe `sys.modules` access in `modeling_utils` is unrelated to DeepSeekV3MoE divergence from the remote implementation." + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are different failures." } ] }, @@ -8563,10 +8845,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:33290", "issue:34567", @@ -8575,17 +8857,17 @@ "issue:36010", "issue:36331", "issue:41628", - "issue:42175", "issue:42490", "issue:42907", - "issue:43065", "issue:43316", "issue:43381", "issue:43493", "issue:43525", "issue:43540", + "issue:43575", "issue:43611", "issue:43643", + "issue:43646", "issue:43720", "issue:43723", "issue:43749", @@ -8596,34 +8878,38 @@ "issue:44077", "issue:44188", "issue:44190", + "issue:44387", "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44617", "issue:44743", "issue:44855", "issue:44871", - "issue:44877", "issue:44898", "issue:44913", + "issue:45003", "issue:45137", "issue:45216", "issue:45290", "issue:45372", + "issue:45440", "issue:45479", "issue:45698", "issue:45759", "issue:45803" ], "soft_pairs": [ + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:45003|issue:45440", "issue:43723|issue:45479", "issue:44442|issue:45803", "issue:43761|issue:44188", - "issue:43316|issue:43525", "issue:44479|issue:45290", - "issue:42907|issue:45698", + "issue:43316|issue:43525", "issue:44442|issue:44898", + "issue:42907|issue:45698", "issue:33290|issue:34567", "issue:42490|issue:44743", "issue:34689|issue:43611", @@ -8632,8 +8918,8 @@ "issue:43381|issue:43873", "issue:43931|issue:45216", "issue:43493|issue:43827", - "issue:43316|issue:45759", "issue:44077|issue:44479", + "issue:43316|issue:45759", "issue:43720|issue:44442", "issue:41628|issue:45372", "issue:43643|issue:44913", @@ -8643,219 +8929,216 @@ "issue:33290|issue:36331", "issue:44190|issue:44496", "issue:44855|issue:45137", - "issue:43540|issue:44514", - "issue:43316|issue:44877", - "issue:42175|issue:43316", - "issue:43065|issue:44617" + "issue:43540|issue:44514" ], - "prepared_review_unit_hash": "cd0c2215d24199ab904202b2c39e1bea1c174085af4b9bc89a72f227948b149a", + "prepared_review_unit_hash": "e2194f12140c9a5b38c54120236d217de2a092a9a3b5f1292939bf36067118c7", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36328, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: the soft pairs mostly connect unrelated loading, config, tokenizer, vision, training, and docs bugs. No pair looks like the same underlying change or defect, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: these items are not duplicates of one bug, but a grab bag of unrelated regressions and API mismatches.", + "summary": "These items are mostly unrelated transformer bugs/regressions. I did not find any soft pair that looks like the same underlying issue/change closely enough to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43749 is the strongest representative bug report here: it\u2019s a clear, high-impact regression with active discussion and inbound references, while most other items are narrower one-off failures or unrelated API/import issues.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because there is no one underlying problem to centralize.", + "best_issue_reason": "Issue 43749 is the best overall issue candidate because it is open, well-documented, and appears to be a broader runtime/regression problem with more downstream impact than the other mostly isolated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model initialization/post_init behavior, but one is a broad v5 custom-model init regression and the other is a specific PatchTSMixer `post_init` policy issue; not the same concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the triggers differ: tensor-parallel loading of a specific Qwen model vs increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "`sys.modules` access safety and DeepseekV3MoE divergence are unrelated code paths and fixes." + }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Different failures: tokenizer loading in v5 vs degenerate loss in sequence classification." + "reason": "Tokenizer loading failure and sequence-classification zero-loss behavior are unrelated issues." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Unrelated code paths: AutoTokenizer loading vs Fuyu tensor conversion error handling." + "reason": "AutoTokenizer loading for a specific tokenizer and a bare-except bug in Fuyu tensor conversion are different components and failure modes." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different subsystems: CLIPVision hidden_states regression vs attention-kernel divergence under torch.compile." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both are config-related, but they affect different models and bugs: Gemma3TextConfig API mismatch vs Llama4Config missing pad_token_id." + "reason": "CLIP hidden-state regression and attention-kernel divergence under `torch.compile` are separate model/runtime bugs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Different Qwen chat/video issues: video-input regression vs tool-call chat-template crash." + "reason": "Both involve multimodal/chat flows, but one is a video-input regression across Qwen VL variants and the other is a chat-template crash on assistant tool-call messages." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained; not the same bug." + "reason": "Both are config API inconsistencies, but they concern different models and different missing fields; not the same underlying defect." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Completely different models and paths: tokenizer loading vs Perceiver image resizing/interpolation." + "reason": "These are different model families and different failure modes: tokenizer loading vs image-classification interpolation failure." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after `save_pretrained` are distinct serialization issues." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Different training problems: DeepSpeed/Adafactor OOM vs TrainerState token counter not updating." + "reason": "DeepSpeed+Adafactor OOM and `num_input_tokens_seen` not updating are unrelated trainer/runtime bugs." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning is unrelated to recurrent-state caching behavior in Qwen3.5." + "reason": "A path-trailing-slash import warning and recurrent-state reset in modular Qwen3.5 are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both concern model loading, but they are distinct regressions with different root causes and model families." + "reason": "Both are model-loading regressions, but one is tied to a specific Llama 3.2 vision model while the other is a broader `base_model_prefix` compatibility break." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM with Adafactor is unrelated to embedding reinitialization in post_init." + "reason": "Adafactor/DeepSpeed OOM and embedding reinitialization after resize are separate problems with no shared code-path evidence." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Different bugs: optimizer memory blowup vs Llama 3.2 Vision model loading failure." + "reason": "OOM during optimizer use and a model-loading breakage for a specific model are not the same bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate execution paths." + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are different features and failure modes." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL loading is unrelated to a save_pretrained checkpoint regression in Qwen3.5." + "reason": "Shape mismatch on loading a Qwen3-VL model and incorrect checkpoint saving in Qwen3.5 are separate load/save regressions." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to docs still referencing pipeline()." + "reason": "SigLIP2 implementation mismatch and docs still referencing removed pipeline APIs are unrelated." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Different config-loading problems: Gemma3TextConfig API mismatch vs not unwrapping text_config in AutoModelForCausalLM.from_config." + "reason": "PatchTSMixer `post_init` policy and Qwen VL video-input regression are different model families and code paths." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "PatchTST post_init validation and Qwen video-input regression are unrelated bugs." + "reason": "Gemma3TextConfig API mismatch and `from_config` not unwrapping `text_config` for Qwen multimodal configs are different config-handling bugs." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer loading are unrelated." + "reason": "Packed-weight unpacking during accelerate loading and tokenizer loading for FastSpeech2ConformerTokenizer are unrelated." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Different import failures: AutoImageProcessor export vs mistral_common ReasoningEffort dependency." + "reason": "Different missing imports from different dependencies (`AutoImageProcessor` vs `ReasoningEffort`/`mistral_common`) and different failure surfaces." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload behavior do not share the same code path." + "reason": "One is missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`, the other is config round-trip losing `rotary_pct`; same general area, but not the same concrete bug." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight mismatch are separate loading failures." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatches are distinct loading problems." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama model-loading regression and GenerationMixin import error are different issues." + "reason": "A model-loading regression for a specific model and an import error for `GenerationMixin` are not the same issue." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id config inconsistency." + "reason": "Quantization/offloading behavior and Gemma-3 EOS-token config inconsistency are unrelated." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed OOM and CustomTrainer compute_loss signature mismatch are distinct trainer bugs." + "reason": "DeepSpeed Adafactor OOM and `compute_loss` signature breakage are unrelated trainer bugs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to unrecognized model config loading." + "reason": "Local dataset loading in an example script and unrecognized model/config loading for OLMo are different failures." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 IndentationError in Deberta import is unrelated to ZeRO3 deque underflow." + "reason": "Python 3.13 indentation/script parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video processing in Qwen3OmniMoe and batched chat-template tool-call handling are different failures." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy and granite_speech strict-config loading are different model/config issues." - }, - { - "left": "issue:42175", - "right": "issue:43316", - "accept": false, - "reason": "Backend packaging for TensorFlow is unrelated to Gemma3TextConfig API behavior." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same defect." + "reason": "Video-input validation in Qwen3OmniMoe and chat-template crashes on tool-call assistant messages are different multimodal/chat bugs." } ] }, @@ -8874,10 +9157,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:16998", "issue:22355", @@ -8886,9 +9169,11 @@ "issue:32090", "issue:35141", "issue:41950", + "issue:42175", "issue:42617", "issue:43065", "issue:43295", + "issue:43316", "issue:43388", "issue:43404", "issue:43441", @@ -8910,250 +9195,248 @@ "issue:44077", "issue:44162", "issue:44242", - "issue:44464", "issue:44479", "issue:44496", "issue:44534", - "issue:44610", "issue:44617", "issue:44734", "issue:44743", "issue:44792", "issue:44871", + "issue:44877", "issue:44913", "issue:45127", "issue:45200", "issue:45406", - "issue:45563", "issue:45584", "issue:45698" ], "soft_pairs": [ - "issue:25251|issue:28282", - "issue:43295|issue:43825", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43065|issue:44617", "issue:43404|issue:43441", + "issue:25251|issue:28282", "issue:43673|issue:44743", + "issue:43295|issue:43825", "issue:44162|issue:44792", - "issue:16998|issue:22355", "issue:43388|issue:43688", - "issue:41950|issue:43475", + "issue:16998|issue:22355", "issue:44077|issue:44534", "issue:43550|issue:43701", + "issue:41950|issue:43475", "issue:43606|issue:43701", "issue:44871|issue:45584", "issue:43761|issue:44479", "issue:43295|issue:44871", "issue:45127|issue:45200", "issue:42617|issue:43575", - "issue:43452|issue:44496", "issue:43575|issue:43742", - "issue:44734|issue:45406", + "issue:43452|issue:44496", "issue:43646|issue:44913", + "issue:44734|issue:45406", "issue:43504|issue:45698", "issue:44617|issue:45584", "issue:43761|issue:44242", "issue:43931|issue:44060", - "issue:32090|issue:35141", - "issue:45563|issue:45584", - "issue:44464|issue:44871", - "issue:43065|issue:44610" + "issue:32090|issue:35141" ], - "prepared_review_unit_hash": "1c4a8bc4ef0772382cba602527de0897b316460d693c4df8fdc0e99e5aad97ac", + "prepared_review_unit_hash": "de20eaba2db6c44559cef77b1076db3aba6bd92235df74c88856b90c5832308b", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36103, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated model/loading/training regressions, so I found no convincing duplicate cluster beyond loose subsystem similarity. The strongest representative issue is the custom-module loading regression.", - "confidence": 0.27, - "canonical_issue_reason": "issue:45698 is the clearest broad, user-facing loader regression in the set, with a concrete save/load repro and active discussion.", + "summary": "The cluster is a loose semantic grouping of Transformers issues, but the soft pairs span different subsystems and concrete failures. I don\u2019t see any true duplicate pair here, and there is no clear canonical issue for the whole set.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a reliable canonical anchor; the items mix unrelated bugs across loading, configs, pipelines, serving, training, and model-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 best represents a high-impact core `from_pretrained` failure and is the most actionable issue in the group.", + "best_issue_reason": "No issue is a strong global representative because the cluster is too heterogeneous to summarize as one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Different failures: pipeline output shape vs missing PyTorch import path." + "reason": "Both are config/API complaints, but they affect different models and different failure modes." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backends dependency issue vs a Gemma config API discrepancy." + }, + { + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both touch processors/tokenizers, but one is a v5 regression in custom code handling while the other is just an incorrect error message for unsupported translation tasks." + "reason": "One is a Sam3PixelDecoder implementation detail; the other is a Sam3Video OOM problem." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same model family, but different bugs: weight tying vs FlashAttention failure." + "reason": "Different model families and different code paths: weight tying vs FlashAttention failure." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output shape regression is unrelated to a missing PyTorch import." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both are cache-related, but they affect different mechanisms and code paths (chunked prefill cache vs recurrent state reset)." + "reason": "Generic cache missing in generation mixin vs recurrent-state reset in a specific modular model." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Completely different domains: ESM2 model breakage vs Janus image generation test failure." + "reason": "Processor/tokenizer regression vs an error-message wording issue in pipeline()." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Unrelated: max length handling for DeBERTa vs missing `transformers.onnx` module." + "reason": "ESM2 breakage and a Janus image-generation test failure are unrelated." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Training-related, but one is metric gathering on last batch and the other is auxiliary-loss normalization." + "reason": "Batch label truncation bug vs auxiliary-loss normalization bug." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both involve vision/video models, but the bugs are different: processor selection vs missing attribute in SAM3 video output." + "reason": "A model_max_length question is unrelated to the missing transformers.onnx module import." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is a model class API constraint; the other is a v5 buffer-initialization regression." + "reason": "Optional post_init policy change vs non-persistent buffer initialization bug." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated: torch.compile SDPA OOM vs checkpoint key mismatch." + "reason": "torch.compile/SDPA failure is a different problem from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup issue vs missing fpn_position_embeddings attribute." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Different issues: CPU offload device mismatch vs resume checkpoint key mismatch." + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both mention tokenization/generation, but one is an eos_token_id config mismatch and the other is an empty-transcription generation crash." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different bugs." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different model families and failure modes: CLIP hidden_states regression vs Qwen video-input regression." + "reason": "CLIP hidden_states regression vs video-input regression in Qwen VL models." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression vs eos_token_id inconsistency; not the same underlying bug." + "reason": "Processor/tokenizer access regression does not match an eos_token_id configuration mismatch." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Both are model config/training issues, but one is LoRA/embedding collapse after merge and the other is a missing default for `mm_token_type_ids`." + "reason": "LoRA/extended-vocab collapse on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different symptoms and paths: running a 3D script vs OOM when loading a specific model with tensor parallelism." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "Both involve loading, but one is a `gguf_file` path bug and the other is an unrecognized custom model/config issue." + "reason": "3d_parallel execution failure vs large-model TP OOM are different distributed-training issues." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Different model-loading problems: OOM on large Qwen with tp vs key error for MobileLLM-125M." + "reason": "OOM when loading a 57B model is not the same as a key error loading MobileLLM." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Both are service/runtime crashes, but they stem from different serve code paths and different root causes." + "reason": "gguf_file/from_pretrained handling bug vs missing model_type in config.json." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init breakage is unrelated to GPTNeoX config reload losing `rotary_pct`." + "reason": "Generic custom model initialization breakage vs config reload losing rotary_pct." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash vs Gemma4Processor missing _tokenizer." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both concern loading/saving, but one is a legacy field in BEiT preset loading and the other is wrong custom-module resolution after save/load." + "reason": "Legacy-field preset loading issue vs wrong custom module after save/load." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Unrelated: CUDA OOM in SAM3 video vs Whisper empty-transcription generation failure." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper's empty-transcription generation bug." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different training/inference bugs: CLIP hidden_states regression vs missing load-balancing loss." + "reason": "Vision hidden_states regression vs missing load-balancing loss when router logits are off." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Related to Qwen3-VL/Next, but one is a shape mismatch on load and the other is a tied-weights warning bug." + "reason": "Weight-shape mismatch loading Qwen3-VL is unrelated to a tied-weights warning bug in Qwen3-Next." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Different failures: distributed broadcast NoneType vs output embedding reinitialization after resizing token embeddings." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Paged generation warning bug vs Whisper align_special_tokens crash; not the same issue." - }, - { - "left": "issue:44464", - "right": "issue:44871", - "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to eos_token_id config mismatch." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Both are vision model issues, but one is a dummy Conv2d in SAM3 pixel decoder and the other is a processor/model image-size mismatch." + "reason": "Trainer broadcast type error vs output embedding reinitialization after resizing token embeddings." } ] }, @@ -9172,21 +9455,21 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:35141", "issue:41720", "issue:42490", + "issue:43065", "issue:43335", "issue:43388", "issue:43540", "issue:43550", "issue:43582", "issue:43644", - "issue:43650", "issue:43827", "issue:43906", "issue:43976", @@ -9195,17 +9478,17 @@ "issue:44079", "issue:44112", "issue:44190", - "issue:44220", "issue:44462", "issue:44464", "issue:44479", - "issue:44496", "issue:44521", "issue:44534", + "issue:44610", "issue:44734", "issue:44737", "issue:44792", "issue:44855", + "issue:44871", "issue:44913", "issue:44933", "issue:44938", @@ -9213,7 +9496,6 @@ "issue:44977", "issue:45127", "issue:45245", - "issue:45276", "issue:45290", "issue:45357", "issue:45362", @@ -9227,238 +9509,231 @@ "issue:45907" ], "soft_pairs": [ + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:43065|issue:44610", "issue:44792|issue:44977", "issue:44479|issue:44734", "issue:44521|issue:45381", "issue:43827|issue:43994", "issue:44464|issue:45563", - "issue:44534|issue:44913", "issue:43906|issue:45290", + "issue:44534|issue:44913", "issue:44190|issue:44964", - "issue:44933|issue:45362", "issue:41720|issue:45245", + "issue:44933|issue:45362", "issue:44792|issue:45600", "issue:44855|issue:45588", "issue:35141|issue:42490", - "issue:43388|issue:43582", "issue:45127|issue:45357", + "issue:43388|issue:43582", "issue:44737|issue:45803", "issue:44462|issue:45907", "issue:43335|issue:44855", "issue:44077|issue:44079", + "issue:43976|issue:44855", "issue:44938|issue:45542", - "issue:43644|issue:44913", "issue:43550|issue:44190", - "issue:43976|issue:44855", + "issue:43644|issue:44913", "issue:43540|issue:44734", - "issue:44112|issue:45600", - "issue:44496|issue:45803", - "issue:43335|issue:44190", - "issue:43650|issue:44220", - "issue:45276|issue:45584" + "issue:44112|issue:45600" ], - "prepared_review_unit_hash": "691a63f3334cc7339cda6012cef477e06f4f82a59d60f039980072dc8263cea5", + "prepared_review_unit_hash": "136b0ebb3add57948a27f90fca47f916512d235e4548b52523ce0d0e9a447032", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36467, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35615, + "estimated_input_tokens": 8904, + "estimated_eval_tokens": 18064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like loose topic/keyword similarity, not the same underlying bug or change. I would reject every candidate pair; the set is heterogeneous and there is no clear canonical issue/PR for the whole group.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated bugs and regressions across different models, loaders, and utilities. None of the soft pairs look like the same underlying issue closely enough to merge, so all soft edges are rejected. There are no PRs in this cluster.", + "confidence": 0.87, + "canonical_issue_reason": "No true duplicate cluster here; if one issue must represent the set, issue #44521 is the most active/open and has the strongest inbound-reference signal, but it is not actually the same bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #44521 is the best representative by activity and breadth of discussion, though the cluster is heterogeneous rather than a single defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning and the other is an empty-transcription crash; different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency is unrelated to the Gemma eos_token_id config mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a processor/model input-size mismatch." + }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different failures in different models: Janus image generation test vs Qwen3.5 flash-attention behavior." + "reason": "Different models and different symptoms: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/runtime bugs, but one is a Qwen VL video regression and the other is KV-cache indexing in serve; not the same code path." + "reason": "Video-input regression in Qwen VL models is distinct from KV-cache continuation tensor indexing in serve." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/chat-template issues, but one is assistant masks for multimodal inputs and the other is Qwen2.5-VL vision \u0564\u056b\u0580 ids; distinct bugs." + "reason": "Both touch multimodal chat, but assistant mask construction and vision_position_ids are different concrete bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline() APIs is unrelated to a bad AutoModel/pipeline inference result." + "reason": "Docs still mentioning pipeline() is not the same as SigLIP2 producing bad outputs via AutoModel/pipeline." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked compiled generation inconsistency is unrelated to a stale warning in paged generate()." + "reason": "Compiled-forward chunked generation mismatch is not the same as the stale num_return_sequences warning." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX config reload defaults are different problems." + "reason": "The reproduction issue is not clearly the same as the tool-call assistant-message crash." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Insufficient evidence that the isolated reproduction matches the tool-call crash; only a generic chat-template similarity is visible." + "reason": "Non-persistent buffer junk filling and GPTNeoX rotary_pct reload defaults are different config/runtime bugs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "A local dataset loading issue is unrelated to loading a multimodal model." + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model with latest transformers." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Missing/nonexistent import from image_utils is unrelated to a Qwen3.5 chat crash." + "reason": "Auto device-mapping cudaErrorAssert and the 2^24 category limit are unrelated errors." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "CUDA assert with auto device mapping has nothing to do with the category-count limit error." + "reason": "Missing/nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure and stale auto_mappings references are unrelated." + "reason": "A Janus model generation test failure is not the same as a Sam3LiteText auto-mapping cleanup issue." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import/torch.jit parsing issue is unrelated to flash_attention crashing on s_aux=None." + "reason": "Python 3.13 IndentationError on import is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize/post_init reinit bug is unrelated to loading local model paths with trailing slashes." + "reason": "Embedding resize reinit behavior is unrelated to the trailing-slash local-model import warning." }, { - "left": "issue:43388", - "right": "issue:43582", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Metric label handling bug is unrelated to an Apple Silicon allocator warmup TypeError." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys in save_pretrained are different problems." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43388", + "right": "issue:43582", "accept": false, - "reason": "LoRA merge with extended vocabulary on tied embeddings is unrelated to incorrect visual encoder keys during save_pretrained." + "reason": "Metric truncation in gather_for_metrics is unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU device placement bug in XLNet is unrelated to a bare-except error swallowing interrupts in Fuyu conversion." + "reason": "CPU tensor allocation in XLNet relative positional encoding is not the same as a bare-except swallowing errors in FuyuBatchFeature." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer resolution from repository files is unrelated to list_repo_files failing to forward revision." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository I/O bugs." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse layer creation in SwitchTransformers is unrelated to DebertaV2 import parsing on Python 3.13." + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to a Python 3.13 import parsing failure." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "These are both model-output/config related, but they describe different bugs: optional post_init handling vs key assignment when previously None." + "reason": "Optional post_init policy and ModelOutput key assignment are separate internals issues." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the TensorFlow-backend warning from tensorboard-only installs." + "reason": "Broad Python-version compatibility failure is not the same as the DebertaV2Model JIT indentation/parsing bug." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Junk non-persistent buffers and GPTNeoX rotary_pct reload regression are not the same issue." + "reason": "Python 3.14 load failure and missing TensorFlow backend handling are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to loading a local dataset script." + "reason": "torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in the training script." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Python version compatibility issue is unrelated to a specific DebertaV2 import parser error." + "reason": "Non-persistent buffer junk and GPTNeoX reload defaults do not describe the same bug." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to serve KV-cache continuation tensor indexing." + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are different code paths." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI test flake is unrelated to stale Sam3LiteText auto-mapping references." - }, - { - "left": "issue:44496", - "right": "issue:45803", - "accept": false, - "reason": "Model config missing model_type is unrelated to Fuyu's broad exception handling." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "Sparse-layer config bug is unrelated to local dataset loading." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Placeholder issue title is unrelated to _torch_extract_fbank_features()." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Gemma4 resize_token_embeddings behavior and Whisper empty-transcription failure are different code paths and symptoms." + "reason": "Both are CI failures, but from different causes and in different subsystems." } ] }, @@ -9477,10 +9752,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36246", "issue:38175", @@ -9493,13 +9768,13 @@ "issue:42907", "issue:43065", "issue:43295", + "issue:43335", "issue:43404", "issue:43441", "issue:43479", - "issue:43531", "issue:43643", + "issue:43650", "issue:43673", - "issue:43824", "issue:43854", "issue:43976", "issue:44016", @@ -9517,7 +9792,6 @@ "issue:44683", "issue:44734", "issue:44913", - "issue:44933", "issue:44964", "issue:44987", "issue:45003", @@ -9529,241 +9803,256 @@ "issue:45446", "issue:45584", "issue:45600", - "issue:45632" + "issue:45632", + "issue:45803" ], "soft_pairs": [ + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:44496|issue:45803", "issue:39692|issue:44190", + "issue:45276|issue:45584", "issue:45245|issue:45584", + "issue:43479|issue:45375", "issue:41950|issue:44016", "issue:43295|issue:45276", - "issue:43479|issue:45375", "issue:36246|issue:41628", - "issue:36246|issue:38617", - "issue:38175|issue:43065", "issue:44186|issue:44734", - "issue:42175|issue:44279", + "issue:38175|issue:43065", + "issue:36246|issue:38617", "issue:44683|issue:45446", "issue:44016|issue:44220", + "issue:42175|issue:44279", "issue:44466|issue:44913", "issue:43404|issue:45216", "issue:44246|issue:45003", "issue:44734|issue:45632", "issue:44561|issue:45632", - "issue:42490|issue:45632", "issue:43643|issue:44496", + "issue:42490|issue:45632", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:43854|issue:44964", "issue:42907|issue:43441", "issue:43976|issue:44987", "issue:44016|issue:44062", - "issue:43295|issue:45335", "issue:43673|issue:44336", - "issue:43531|issue:45600", - "issue:43824|issue:44933" + "issue:43295|issue:45335" ], - "prepared_review_unit_hash": "6b7c6a00d477b5a48013c4fc9b2d8b1f0049a99d4cea74e0b9297402eceed074", + "prepared_review_unit_hash": "afc5d86923e82108837e42fcb27a548157858791217f99c2eb43d08987f38fc1", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36414, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "soft_pair_count": 31, + "serialized_chars": 37072, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers issues, mostly import/load regressions, model/config mismatches, and a few unrelated tokenizer, docs, and serving bugs. The soft-similarity pairs are not strong duplicates; they usually share a subsystem or theme, not the same underlying defect.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44964 is the clearest, most reproducible bug report in the set: a specific model load failure against latest Transformers with a concrete target and narrow scope.", + "summary": "This cluster is very heterogeneous: mostly unrelated Transformers bugs around model loading, config, tokenizers, and a few import/runtime regressions. The proposed soft links are largely superficial keyword matches rather than the same underlying defect, so they should be rejected. No pull requests are present.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 44964 is the closest broad, user-visible regression in the set: it is a concrete model-loading failure against latest Transformers and is representative of the cluster\u2019s dominant loading/import/config theme, even though the other issues are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the best representative issue for this cluster because it is concrete, actionable, and centered on a single user-visible regression rather than a broad or ambiguous symptom.", + "best_issue_reason": "Issue 44964 is the strongest standalone issue to keep as the representative anchor: it is well-scoped, actionable, and broadly impactful compared with the many narrower or unrelated edge cases in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Completely different problems: a vague data request vs an audio feature extraction bug." + }, + { + "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Different problems: notebook/example errors vs local dataset loading failure in a training script." + "reason": "Different subsystems and failures: SwitchTransformers config construction vs local dataset loading in an example script." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45803", "accept": false, - "reason": "Unrelated bugs: category-count limit vs Whisper empty-transcription generation failure." + "reason": "Unrecognized model/config loading error vs a bare-except bug in Fuyu tensor conversion; not the same code path." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Different artifacts and failures: pipeline processor lookup vs notebook syntax error." + "reason": "Doc-example model/processor mismatch and quantization errors vs an image-classification training script dataset-loading issue." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/tied-weights behavior in Gemma4 vs Whisper generation on empty transcription; unrelated bugs." + }, + { + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Both involve model APIs, but one is a processor/tokenizer regression and the other is embedding resize not propagating." + "reason": "Category-count runtime limit vs Whisper special-token generation failure; no shared defect." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config bugs affecting different multimodal models and different fields." + "reason": "Both are multimodal config issues, but they affect different models and different missing/default fields, so not the same bug." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different code paths." + "reason": "Video pipeline processor lookup bug vs notebook syntax error; entirely different artifacts and failures." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Distinct missing-import failures in unrelated modules." + "reason": "Processor/tokenizer regression vs Gemma4 embedding resize behavior; different concrete code paths." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Unrelated model behavior bug vs pixel decoder implementation issue." + "reason": "Both are import errors, but they involve different missing exports and different modules, so they are not duplicates." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Different tokenizer/NER crash vs serving KV-cache tensor indexing crash." + "reason": "Tokenizer padding/NER crash vs server KV-cache continuation indexing crash; unrelated components." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs a dummy Conv2d issue in Sam3PixelDecoder; different model families and symptoms." + }, + { + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Generic dependency/install complaint is not the same as a missing TensorFlow backend in the torch extra." + "reason": "Different missing symbols from different modules; similar import-error class, but not the same underlying fix." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Related area, but different concrete failures: compiled flex_attention on new torch vs an incorrect version check for AuxRequest import." + "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is a version-check/import gating bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "Notebook syntax error vs audio feature extraction failure; no overlap in code path." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific pip extra/backend packaging issue vs generic dependency issue; too broad and not the same defect." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Weight-serialization/tieing regression is separate from GPTNeoX rotary_pct reload behavior." + "reason": "Serialization of tied lm_head weights vs rotary_pct not persisting on reload; different model-state bugs." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different models and different save/tie semantics; not the same underlying bug." + "reason": "Both involve weight serialization/tied weights, but they are different models and different regression mechanisms." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same defect." + "reason": "Import performance regression vs unsafe sys.modules access; related area, but not the same bug." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serving KV-cache crash and trust_remote_code cache-path collision are unrelated." + "reason": "Server KV-cache continuation crash vs trust_remote_code cache-path collision; unrelated behaviors." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both mention trust_remote_code, but one is a missing helper removal breakage and the other is a cache-path collision." + "reason": "Removal of a helper breaking trust_remote_code models vs local cache-path collision; different failure modes." }, { - "left": "issue:42490", - "right": "issue:45632", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both concern local-path handling, but one is a warning on trailing slashes and the other is a leaf-directory cache collision." + "reason": "Missing fields from trust_remote_code config return vs unrecognized model/config error; different loading problems." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:42490", + "right": "issue:45632", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is different from an unrecognized model/config error." + "reason": "Trailing-slash local path warning vs cache-path collision for same leaf name; similar theme, but not the same bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model load failure for Phi-4-multimodal-instruct is not the same as stale auto_mappings references breaking CI." + "reason": "Phi-4 multimodal loading failure vs stale auto_mappings reference to removed Sam3LiteText configs; different model-specific breakages." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to model loading for Phi-4-multimodal-instruct." + "reason": "CI test flake in GraniteSpeech vs user-facing Phi-4 multimodal load failure; unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model load reports, but they concern different models and likely different root causes." + "reason": "Different affected model and likely different stack path; both are load failures, but not the same bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Dequantized save failure and FlashAttention failure in Ministral are distinct issues." + "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure in Ministral-3; same family name only, not one issue." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Version/platform compatibility issue is not the same as failing to load a specific model." + "reason": "Python version compatibility problem vs failing to load a specific model on transformers>=5.1.0; not the same defect." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and tokenization API TypeError are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Different regression targets: processor/tokenizer behavior vs decoder embedding resize propagation." + "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; completely different issues." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and ANSI formatting in loading_report are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Sliding-window model bug and stale auto_mappings references are different code paths." + "reason": "Generation cache regression vs ANSI codes in loading_report; unrelated functionality." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both are import-related, but one is a missing top-level export and the other is a nonexistent image_utils import." + "reason": "Processor/tokenizer regression vs t5gemma embedding resize not propagating; different model APIs and failure modes." } ] }, @@ -9782,32 +10071,30 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:38175", "issue:39692", "issue:41950", "issue:43295", "issue:43299", - "issue:43335", "issue:43381", - "issue:43450", "issue:43479", "issue:43525", "issue:43526", + "issue:43531", "issue:43577", "issue:43650", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", - "issue:44016", "issue:44075", "issue:44242", "issue:44279", - "issue:44291", "issue:44297", "issue:44351", "issue:44368", @@ -9817,6 +10104,7 @@ "issue:44617", "issue:44683", "issue:44779", + "issue:44933", "issue:45020", "issue:45042", "issue:45081", @@ -9830,16 +10118,18 @@ "issue:45542", "issue:45584", "issue:45593", + "issue:45600", "issue:45759", "issue:45812", "issue:45823", "issue:45907" ], "soft_pairs": [ - "issue:44496|issue:45042", + "issue:43531|issue:45600", "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43824|issue:44933", "issue:43299|issue:45216", - "issue:43335|issue:45593", "issue:44075|issue:44368", "issue:45335|issue:45584", "issue:43976|issue:44279", @@ -9848,247 +10138,233 @@ "issue:43299|issue:45357", "issue:44496|issue:45759", "issue:44521|issue:45325", - "issue:41950|issue:45020", - "issue:44351|issue:45278", - "issue:44242|issue:45200", "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:41950|issue:45020", "issue:43479|issue:43525", "issue:44779|issue:45812", "issue:41950|issue:45823", "issue:38175|issue:44617", - "issue:44683|issue:45542", "issue:43577|issue:45216", + "issue:44683|issue:45542", "issue:39692|issue:43901", - "issue:44279|issue:45405", "issue:43299|issue:43854", + "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:41950|issue:43650", "issue:44462|issue:45081", - "issue:45081|issue:45907", "issue:44297|issue:44462", - "issue:44016|issue:44291", - "issue:43450|issue:44279" + "issue:45081|issue:45907" ], - "prepared_review_unit_hash": "ebb1fbfbaded5448d5f51f4780313240f3907517830fc4ed4be167d727ab072f", + "prepared_review_unit_hash": "feef4032c1f4a88bfd5add7997c5816e5bf1966c1d337b69f32bd06fbb0843a7", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36853, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "soft_pair_count": 31, + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate bugs across tokenizers, processors, configs, and model-loading paths. I don\u2019t see any soft pair that clearly describes the same underlying defect, so I rejected them all. The closest umbrella issue is the broad AutoTokenizer/tokenizer-loading regression, but even that is not a true duplicate anchor for the rest.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and has the most obvious overlap with the other tokenizer-related reports, but the cluster is still not a single duplicate bug.", + "summary": "This cluster is mostly a false-positive similarity bucket: the items cover unrelated tokenizer, multimodal, config, import, optimizer, and docs regressions. I would keep one broad tokenizer-loading regression as the representative issue, but none of the soft pairs look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44462 is the best representative because it is a concrete, user-facing core API regression in AutoTokenizer with broad impact and clearer generality than the more model-specific or docs-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best representative issue because it is broad, user-facing, and sits near several tokenizer-related reports, making it the most plausible triage anchor despite the lack of true duplicates.", + "best_issue_reason": "issue:44462 is the strongest global representative for this cluster: it describes a widely applicable tokenizer-loading regression in a central API, with clear repro and broader relevance than the other highly specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Different bugs: model config recognition vs PIL image processor torchvision dependency." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs stale Sam3LiteText entries in auto_mappings.py." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label handling is unrelated to a docs/behavior mismatch for TextClassificationPipeline." + "reason": "Unrelated: BeitImageProcessorFast reduce_labels bug vs a TextClassificationPipeline docs mismatch." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are different code paths." + "reason": "Different failure modes: unrecognized model/config loading vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and causes; not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Sparse-layer initialization and D-FINE auxiliary-loss logic are unrelated." + "reason": "Both involve Qwen multimodal regressions, but one is model loading and the other is save_pretrained serialization." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling is unrelated to a tie_word_embeddings warning." + "reason": "Unrelated: SGD optimizer arguments not applied vs a tie_word_embeddings warning in Qwen3.5 LoRA." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription handling are different problems." + "reason": "Different code paths: t5gemma embedding resize bug vs Whisper empty-transcription generation failure." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version compatibility and a generic dependency issue are not the same defect." + "reason": "No common bug: Python version compatibility issue vs a generic dependency problem." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE denoising/aux-loss behavior." + "reason": "Different training behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary loss handling." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs drift for return_all_scores does not match AutoTokenizer ignoring tokenizer.json." + "reason": "Docs-only TextClassificationPipeline issue vs model/config import error; not duplicate." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both mention Qwen3.5, but one is model loading and the other is incorrect visual-encoder checkpoint keys." + "reason": "Same model family, but different concrete bugs: loading regression vs incorrect save_pretrained visual keys." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "AutoTokenizer repository-file handling and composite config unwrapping are different bugs." + "reason": "Both concern model/config loading, but the specific failure is different: missing model_type vs unwrap text_config behavior." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Multimodal assistant masks and Qwen2.5-VL rope indexing are distinct code paths." + "reason": "Different multimodal bugs: assistant mask generation vs Qwen2.5-VL rope index scaling." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Video-classification processor lookup is unrelated to remote_code model breakage." + "reason": "Unrelated release/support issues: Python compatibility vs unreleased PEFT minimum version." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "A specific HybridCache import error is not the same as a broad import-errors-after-upgrade report." + "reason": "Different training/config bugs: MoE load-balancing loss gating vs mm_token_type_ids defaulting." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Load-balancing loss routing and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "45278 is a broad import-regression report; 44351 is a specific HybridCache import failure. Not the same concrete bug." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Python support regression and a PEFT minimum-version bump are different issues." + "reason": "Different subsystems: video-classification processor lookup vs remote_code model breakage." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Multimodal config default initialization and missing pad_token_id are not the same bug." + "reason": "Different config issues: multimodal sub-config initialization vs missing pad_token_id on Llama4Config." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different code paths." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video processor lookup and Gemma4 PLE device placement are unrelated." + "reason": "Unrelated: video-classification pipeline processor issue vs Gemma4 device-mapping mismatch." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Zero probabilities for SigLIP2 and a Sam3Video OOM are clearly different failures." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "flex_attention compilation on torch 2.9 is unrelated to TensorBoard/TensorFlow backend installation." + "reason": "Different symptoms and components: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different model-loading bugs." + "reason": "Different areas: Blip2 dtype propagation vs Qwen3.5 save_pretrained serialization regression." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "SigLIP2 doc example errors are not the same as a TextClassificationPipeline docs mismatch." + "reason": "Unrelated: torch>=2.9 flex_attention compile failure vs tensorboard/TensorFlow backend dependency error." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "A dependency problem is not the same as bumping MIN_PEFT_VERSION too early." + "reason": "Both are docs-related, but one is SigLIP2 example/model mismatch and the other is a pipeline parameter docs mismatch." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash test loading are unrelated model-specific issues." + "reason": "Both mention Qwen multimodal loading, but the errors are different: missing import symbol vs model-load regression." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Custom processor.tokenizer breakage is not the same as Deepseek tokenizer output regressions." + "reason": "Generic dependency issue vs an unreleased minimum PEFT version bump; not the same bug." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Video pipeline processor lookup and a placeholder issue title are unrelated." + "reason": "Different tokenizer regressions: processor.tokenizer API break vs incorrect Deepseek tokenization." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer bugs." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex patch failure is unrelated to list_repo_files revision forwarding." + "reason": "Both are tokenizer bugs, but one ignores repository tokenizer.json while the other crashes in a Mistral regex patch." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer_class metadata mismatch and ignoring tokenizer.json are distinct save/load issues." + "reason": "Related to tokenizer persistence, but save_pretrained tokenizer_class mismatch is distinct from AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Video processor batching shape is unrelated to a dependency issue." + "reason": "Completely different failures: tokenizer regex patch crash vs list_repo_files not forwarding revision." } ] }, @@ -10107,10 +10383,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:33290", "issue:42175", @@ -10120,8 +10396,7 @@ "issue:43262", "issue:43317", "issue:43441", - "issue:43525", - "issue:43643", + "issue:43450", "issue:43650", "issue:43653", "issue:43673", @@ -10129,7 +10404,6 @@ "issue:43761", "issue:43784", "issue:43824", - "issue:43881", "issue:43901", "issue:43976", "issue:43994", @@ -10138,6 +10412,8 @@ "issue:44188", "issue:44261", "issue:44263", + "issue:44279", + "issue:44291", "issue:44297", "issue:44336", "issue:44361", @@ -10162,9 +10438,11 @@ "issue:45834" ], "soft_pairs": [ + "issue:44016|issue:44291", "issue:33290|issue:45656", "issue:43441|issue:45834", "issue:45600|issue:45712", + "issue:43450|issue:44279", "issue:43065|issue:44898", "issue:42994|issue:43317", "issue:44466|issue:45276", @@ -10175,9 +10453,9 @@ "issue:43441|issue:44683", "issue:43653|issue:45593", "issue:43262|issue:44521", + "issue:43673|issue:43761", "issue:43723|issue:44162", "issue:44016|issue:45823", - "issue:43673|issue:43761", "issue:42175|issue:43976", "issue:44361|issue:45593", "issue:44671|issue:44779", @@ -10187,206 +10465,204 @@ "issue:43122|issue:43650", "issue:44297|issue:45397", "issue:43824|issue:43976", - "issue:44188|issue:44336", - "issue:43525|issue:43881", - "issue:43525|issue:43643" + "issue:44188|issue:44336" ], - "prepared_review_unit_hash": "e4edceb586338d007116c60bb541d9de33c8eeebe712c9c4195fd7ff3f24e42c", + "prepared_review_unit_hash": "ac0c2adc52761eade67285d7a2ae72365676ab3582b041e2bcbf4750f8b00610", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35964, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "serialized_chars": 35994, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated Transformers issues. The soft-pair candidates mostly share broad vocabulary (e.g. deepspeed, apply_chat_template, loading, tokenizer) but do not appear to be the same concrete bug or change, so I reject all soft edges.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44521 is the broadest and most referenced issue in the set, so it is the best available anchor if one must be chosen, though the collection is not a true duplicate cluster.", + "summary": "These items are largely unrelated regression reports across different subsystems. I did not find any soft pair that appears to be the same underlying bug/change, so no soft duplicates are accepted.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it has substantial discussion/inbound references and describes a concrete, user-facing regression in a widely used API (`apply_chat_template`) affecting multimodal inputs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the widest scope and strongest discussion/inbound-reference signal, making it the most representative issue among otherwise unrelated reports.", + "best_issue_reason": "issue:44521 is also the best standalone issue in the set because it is specific, reproducible, and broad enough to represent an important active regression rather than a niche one-off report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs. `init_empty_weights` argument mismatch; completely different failures and code paths." + }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed/optimizer behavior, but one is OOM during Adafactor use and the other is double optimizer stepping; different concrete failures." + "reason": "Both mention DeepSpeed/optimizer behavior, but one is an OOM with Adafactor while the other is a double-step issue; not the same bug." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Unrelated bugs: FlashAttention failure for Ministral-3 vs long OCR index error in Kosmos2.5." + "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are unrelated model-specific bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch generated/dummy mappings, but one is stale Sam3LiteText references and the other is leftover dummy classes; different fixes." + "reason": "Both are CI/cleanup-ish, but one is stale auto-mapping references and the other is leftover dummy classes; different underlying problems." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shape vs. a dependency issue; no shared code-path bug." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: dummy Conv2d in Sam3PixelDecoder vs Perceiver resolution/interpolation failure." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver resize/interpolation failure are different model implementation issues." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized-model offload loading failure are separate code paths." + "reason": "Saving quantized models and loading dequantized models with device_map/offload are related to quantization but not the same concrete defect." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "One is device-dependent lm_head serialization, the other is resize_token_embeddings not updating Gemma4 embedding/output layers." + "reason": "Serialization inconsistency of tied weights vs. gemma4 resize_token_embeddings not propagating; distinct behaviors and fixes." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals: MLA layernorm epsilon precision issue vs torch.split return handling in GlmMoeDsaIndexer." + "reason": "Different model internals: MLA norm epsilon precision issue vs. torch.split return values in a MoE indexer." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing files on processor.save_pretrained is not the same as ZeRO3 from_pretrained failure for gemma-4." + "reason": "Missing files on `processor.save_pretrained` is a save-side bug; gemma-4 zero3 `from_pretrained` is a load/offload issue." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "The first is a vague data request; the second is a specific apply_chat_template crash with tool-call assistant messages." + "reason": "Placeholder issue title vs. a crash in `apply_chat_template` with tool-call assistant messages; unrelated." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained file omission and Chinese performance regression after upgrade are unrelated." + "reason": "Missing processor files and slower filtering after upgrade are unrelated." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention/flash, but the failures are on different models and different triggers." + "reason": "Both are attention-kernel failures, but one is FlashAttention on a specific model and the other is compiled flex_attention on newer torch; different defects." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug and D-FINE auxiliary-loss logic are unrelated." + "reason": "Tokenizer special-token registration bug vs. D-FINE auxiliary-loss behavior; no shared underlying change." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both concern apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_mask generation." + "reason": "Both involve `apply_chat_template`, but one is an audio processor sampling-rate default and the other is multimodal assistant masks; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression vs. CLIPVision hidden_states output regression; separate model/runtime paths." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are different issues." + "reason": "Tokenizer loading issue and ESM2 workflow breakage are not the same failure." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are separate bugs." + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend omission is not the same as a Python-version compatibility failure." + "reason": "Backend dependency packaging problem vs. Python-version compatibility issue; different root causes." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer AttributeError on tasks vs. D-FINE loss behavior; unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are model/tokenizer regressions in v5, but the affected models and failure modes differ." + "reason": "Both are v5 regressions affecting outputs, but one is CamemBERT masked LM behavior and the other is Deepseek tokenizer results; not mergeable as one bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Importing sentence-transformers fails due to missing nn; the other is a TensorFlow backend packaging issue." + "reason": "Import-time `nn` NameError in sentence-transformers integration vs. undefined tf backend when only tensorboard is installed; different missing-import problems." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to incorrect SigLIP2 inference results." + "reason": "Docs mismatch for `return_all_scores` vs. nonsensical SigLIP2 model/pipeline outputs; unrelated." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 and tensorboard-only TensorFlow backend issues are different." + "reason": "Loading a specific model on transformers>=5.1.0 vs. TensorFlow backend detection/installation issue; no common code-path." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenization behavior change and a vague 'ADD THE DATA' request do not describe the same bug." + "reason": "Tokenizer behavior regression vs. placeholder/invalid issue; no relation." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 ZeRO3 loading." + "reason": "Tokenizer save metadata mismatch vs. deepspeed zero3 loading problem; different lifecycle stages and causes." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL export and Python 3.9/3.10 compatibility are unrelated." + "reason": "Missing Qwen2.5-VL class export vs. Python version incompatibility; unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code emission in loading_report." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b load failure are different model-specific issues." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "A missing config attribute in Llama4Config is not the same as trust_remote_code dropping fields from AutoConfig." + "reason": "Torch.compile attention-kernel divergence vs. ANSI codes in non-terminal logging; completely different areas." } ] }, @@ -10405,10 +10681,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36246", "issue:41628", @@ -10419,10 +10695,13 @@ "issue:43299", "issue:43352", "issue:43450", + "issue:43525", "issue:43526", "issue:43531", "issue:43596", + "issue:43643", "issue:43673", + "issue:43881", "issue:43901", "issue:43976", "issue:44162", @@ -10443,7 +10722,6 @@ "issue:44857", "issue:44871", "issue:44877", - "issue:44987", "issue:45003", "issue:45200", "issue:45250", @@ -10451,7 +10729,6 @@ "issue:45362", "issue:45375", "issue:45397", - "issue:45459", "issue:45561", "issue:45563", "issue:45584", @@ -10459,9 +10736,11 @@ "issue:45701" ], "soft_pairs": [ + "issue:43525|issue:43881", "issue:43450|issue:44617", - "issue:44589|issue:45362", + "issue:43525|issue:43643", "issue:41628|issue:43976", + "issue:44589|issue:45362", "issue:43901|issue:44246", "issue:44336|issue:44373", "issue:45561|issue:45563", @@ -10473,8 +10752,8 @@ "issue:43531|issue:45362", "issue:43352|issue:45250", "issue:44336|issue:44485", - "issue:36246|issue:42757", "issue:43526|issue:45003", + "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:45003|issue:45561", "issue:43673|issue:44561", @@ -10483,245 +10762,247 @@ "issue:44295|issue:44749", "issue:44162|issue:45200", "issue:36246|issue:43596", - "issue:44779|issue:45292", "issue:44877|issue:45375", + "issue:44779|issue:45292", "issue:45292|issue:45584", "issue:43901|issue:45003", "issue:45292|issue:45701", "issue:43232|issue:44336", - "issue:44496|issue:45003", - "issue:44987|issue:45459" + "issue:44496|issue:45003" ], - "prepared_review_unit_hash": "0f1dc857b05fe3a4cf5f0842988a3941516c9115db91c2dbcc3e317afb77295e", + "prepared_review_unit_hash": "9656c5be0f013e9b90fc9e604cfff1f0f73a5692345139ec4ab7b86759a7217c", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36335, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37168, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions (imports, model-specific loading, generation, docs, testing, and performance). Only one soft pair looks like a plausible duplicate; the rest are too different in code path or failure mode to merge.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 44877 is the clearest concrete bug in the cluster and the best representative of the only strong overlap: strict config handling dropping required model fields during loading.", + "summary": "The cluster is a mix of distinct issues: model-loading/import regressions, config/version compatibility bugs, generation edge cases, docs problems, and performance/test issues. None of the soft pairs looks like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44561 is the best representative issue here: it captures a broad v5 compatibility regression affecting trust_remote_code models, which is closer to the cluster\u2019s main theme of model/config loading breakage than the narrower or unrelated items.", "canonical_pr_reason": null, - "best_issue_reason": "44877 is the most suitable single issue to anchor the cluster because it matches the same strict-config code path as the only plausible duplicate candidate and is more specific than the broader version-breakage reports.", + "best_issue_reason": "issue:44561 is the most broadly useful issue to keep as the canonical representative because it describes a concrete, cross-cutting regression with wider impact than the model-specific or documentation-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but one is a missing pad_token_id attribute in Llama4Config and the other is a model-specific glm-4v-9b load failure; different bugs and code paths." + }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Different bugs: pipeline processor selection vs CUDA OOM in Sam3Video." + "reason": "One reports wrong batched video processor output shape; the other is CUDA OOM in Sam3Video. Same broad area, not the same bug." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "One is a storage/type import failure; the other is a Qwen chat/runtime crash." + "reason": "Both involve config objects, but one is a missing pad_token_id attribute and the other is trust_remote_code returning incomplete AutoConfig fields; not the same underlying issue." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Import export regression vs Python-version compatibility issue; not the same bug." + "reason": "An import error for AutoImageProcessor is unrelated to a Python version compatibility failure in Transformers 5.1.0." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and a Qwen3.5 chat crash are different runtime problems with no shared concrete code path." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch vs a MoE load-balancing loss bug in training." + "reason": "This is docs wording vs an import-time performance complaint; no common bug to dedupe." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Different scopes: terminal ANSI output vs a wrong docstring." + "reason": "Both are text/doc-style issues, but one is ANSI codes in loading_report output and the other is a wrong docstring for position_ids; unrelated artifacts." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Test race condition vs a stale generation warning; unrelated code paths." + "reason": "A pytest-xdist file race and a stale generation warning are unrelated test/runtime issues." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen/MoE, but one is LoRA compatibility across versions and the other is a model-loading failure." + "reason": "Both mention Qwen3/MoE and version 5 regressions, but they affect different model families and failure modes; not one mergeable fix." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Similar symptom shape, but different models and loss mechanisms." + "reason": "Both concern missing losses under certain options, but they are different models and different loss mechanisms." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer registration error vs ZeRO-3 from_pretrained loading problem." + "reason": "Reading position_ids after buffer registration is unrelated to a deepspeed zero3 from_pretrained crash." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video pipeline processor lookup vs audio feature extraction; unrelated." + "reason": "A video-classification pipeline choosing image processors is unrelated to the _torch_extract_fbank_features() bug." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance issue vs unrecognized model/config loading failure." + "reason": "Import slowness and an unrecognized model_type config failure are different classes of issues." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both Qwen-related, but sliding_window handling and chat crashes are different problems." + "reason": "Both involve Qwen models, but sliding_window behavior and chat crashes are distinct code paths." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Specific model/Flash-Attn incompatibility vs a generic Flash Attention topic." + "reason": "A model-specific Flash Attention 2 support error is not the same as the generic Flash Attention 2.0 topic." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-report formatting vs GLM-5 RoPE implementation; no overlap." + "reason": "ANSI output cleanup and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both are import errors, but for different symbols and modules." + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access in modeling_utils are unrelated bugs." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Image-processor label reduction bug vs unsafe sys.modules access; unrelated." + "reason": "Two import errors, but from different packages and causes: transformers model export vs huggingface_hub symbol removal." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing exports from different parts of the package." + "reason": "Both are import-name failures, but Qwen2_5_VLImageProcessor and HybridCache are different exports with different failure modes." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Import/module safety bug vs a test file race condition." + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Both are v5 regressions, but generation cache and trust_remote_code import removal are different code paths." + "reason": "Chunked prefill cache behavior in generation and trust_remote_code breakage from removed helpers are separate regressions." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown vs Gemma eos_token_id config mismatch." + "reason": "Import performance and eos_token_id config inconsistency are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different failures: missing auxiliary loss vs AMP/CUDA crash." + "reason": "Missing load-balancing loss and an AMP/CUDA crash in LwDetrImageLoss are not the same bug." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer error vs a data-filtering performance regression." + "reason": "A position_ids buffer read error and a tokenizer slowdown after upgrade are different problems." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Different models and different bugs; not mergeable." + "reason": "ESM2 breakage and Gemma 4 token-type-id behavior are entirely different model-specific issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Import symbol issue vs DeepSpeed zero3/BertModel indexing error." + "reason": "An import error for a vision processor is unrelated to a deepspeed zero3 BertModel index error." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer output regression vs embedding-resize synchronization bug." + "reason": "Both mention strict config handling, but one blocks loading granite_speech and the other silently drops a Qwen3_5MoeVisionConfig field; different symptoms and likely different fixes." }, { - "left": "issue:44877", - "right": "issue:45375", - "accept": true, - "reason": "Both point to the same strict-config code path dropping required fields from model configs." + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness in v5 and resize_token_embeddings not updating output embeddings are unrelated." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug vs Whisper empty-transcription generation failure." + "reason": "Embedding resize behavior and Whisper empty-transcription generation are different code paths." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs issue vs unsafe module lookup; no common underlying bug." + "reason": "Documentation mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Resize-embeddings behavior vs version-dependent tokenization changes." + "reason": "A specific resize_token_embeddings bug is not the same as a broad report that transformers version changes tokenization." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs bug vs terminal ANSI output bug." + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report have no shared underlying bug." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Config/model recognition vs sys.modules access safety." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Model loading failure vs tokenizer exception masking; different layers." + "reason": "Model config loading failure and unsafe sys.modules access are different issues, even if both touch model loading." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s titles and the one accepted soft pair (44877/45375) is the only clearly defensible overlap: both are strict-config omissions in model config loading. The other rejections stay appropriately cautious and do not overclaim duplicate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -10732,11 +11013,11 @@ "review_unit_index": 35, "review_unit_count": 47, "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:28282", "issue:30990", @@ -10768,6 +11049,7 @@ "issue:44869", "issue:44933", "issue:44977", + "issue:44987", "issue:44995", "issue:45137", "issue:45200", @@ -10787,20 +11069,21 @@ "issue:45759" ], "soft_pairs": [ - "issue:43065|issue:43408", + "issue:44987|issue:45459", "issue:45375|issue:45759", "issue:42886|issue:45229", + "issue:43065|issue:43408", "issue:43262|issue:44246", "issue:43257|issue:45137", "issue:44995|issue:45200", "issue:43475|issue:43540", "issue:44060|issue:44077", "issue:45397|issue:45656", - "issue:43653|issue:44162", "issue:44466|issue:45335", + "issue:43653|issue:44162", "issue:44995|issue:45588", - "issue:44368|issue:45563", "issue:44368|issue:44977", + "issue:44368|issue:45563", "issue:43673|issue:44734", "issue:45137|issue:45600", "issue:43931|issue:44368", @@ -10818,214 +11101,220 @@ "issue:45230|issue:45397", "issue:28282|issue:30990" ], - "prepared_review_unit_hash": "809bad2185657622bcbcf4e78bac2cf52e89f42376d6bf7ee7ef8e005a9f1a7a", + "prepared_review_unit_hash": "90fdbe75da7cb0dcf913d411fe07358289e39d6680fd921f3e0ae1dd098db5d4", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36006, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36869, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: it mixes unrelated tokenizer, generation, model-loading, DeepSpeed, SAM3, Gemma, Qwen, and save/load bugs. I do not see any soft pair that is clearly the same underlying issue; all should stay separate. The broadest representative is the generic v5 regression/import report, but it still does not meaningfully cover the rest.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45278 is the most umbrella-like report (\u201cmany import errors after update\u2026\u201d), so it is the closest thing to a cluster representative, even though the cluster itself is too mixed to have a truly good canonical issue.", + "summary": "The cluster is heterogeneous: it mixes unrelated Transformers v5 regressions across loading, generation, tokenizers, multimodal configs, Deepspeed, and save/load paths. None of the soft pairs look like the same concrete bug or mergeable change, so I would not collapse them as duplicates. The broadest representative issue is the general v5 import-regression report, but only as an umbrella anchor.", + "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 fits the cluster\u2019s general v5-regression theme, even though the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest issue in the set and the closest fit for a representative cluster label.", + "best_issue_reason": "issue:45278 is the best single issue to keep as the cluster anchor because it is broad, version-regression oriented, and closest to the shared theme across the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Both are SAM3-related, but one is about a dummy Conv2d in the pixel decoder and the other is a model-type warning for sam3_video vs sam3_tracker; different bugs." + "reason": "Different bugs: a from_pretrained/load failure for one model vs tokenizer error masking when protobuf is missing." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is about a missing config field being dropped and the other is about AutoModelForCausalLM.from_config not unwrapping text_config; not the same fix." + "reason": "Both touch Qwen multimodal config handling, but one is a missing config field and the other is text_config unwrapping in from_config; not the same bug." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated problems." + "reason": "Offline cache/tokenizer loading failure and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and slow import behavior are unrelated." + "reason": "Audio chat-template sampling-rate default and import-time slowness are unrelated issues." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion during loading and the other is a ZeRO3 deque error; different code paths." + "reason": "Both mention Deepspeed, but one is Qwen3 MOE weight conversion on load and the other is a ZeRO3 deque runtime error." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache on second forward pass is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Stale cache on second forward pass and Gemma4 token-type defaults are different code paths and symptoms." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different model families and failures: SAM3 video output attribute error vs Qwen3OmniMoe video-processing ValueError." + "reason": "Different multimodal model bugs: missing output attribute vs video input processing ValueError." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are unrelated." + "reason": "One is a tied-weights warning bug; the other is an unrelated optional post_init allowance issue." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained failure and a duplicated optimizer step under DeepSpeed are different bugs." + "reason": "Both involve Deepspeed-adjacent workflows, but one is a from_pretrained load failure and the other is a double optimizer-step bug." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 being broken are not the same underlying issue." + "reason": "Both concern embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both concern tied-embedding behavior, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating decoder.embed_tokens; different concrete failures." + "reason": "BigBird tokenizer special-token decode bug and ESM2 breakage are not the same underlying problem." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache crash in GlmMoeDsa and flash-attention s_aux=None AttributeError are unrelated." + "reason": "Second forward-pass cache corruption and flash_attention crashing on s_aux=None are unrelated." }, { "left": "issue:44368", - "right": "issue:45563", + "right": "issue:44977", "accept": false, - "reason": "A tied-word-embeddings warning for Qwen3.5 fine-tuning is unrelated to a stale num_return_sequences warning in paged generate()." + "reason": "One is a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning; the other is a flash-attention generation failure." }, { "left": "issue:44368", - "right": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Both involve Qwen3.5, but one is a configuration warning and the other is a flash-attention generation failure; not the same bug." + "reason": "A stale warning about tied embeddings is unrelated to paged generate num_return_sequences handling." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Chunked-prefill cache missing and /v1/responses KV-cache continuation indexing are different generation bugs." + "reason": "Both involve generation/cache behavior, but one is missing cache support in GenerationMixin and the other is server-side KV continuation indexing." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and removed Sam3LiteText config references are unrelated." + "reason": "Deepspeed ZeRO3 deque failure and broken auto_mappings references are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning are unrelated." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-weights warning are different model-loading issues." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing image_utils import and hidden tokenizer decode errors when protobuf is absent are different import-path issues." + "reason": "Missing image_utils import and protobuf-related tokenizer exception masking are unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are distinct tokenizer/decoding problems." + "reason": "Both mention tokenizer/decoding regressions, but Whisper trailing-character crash and Kimi-K2.5 codec handling are distinct bugs." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are related to saving, but not the same concrete bug." + "reason": "Both are save_pretrained regressions, but one is tokenizer_class metadata mismatch and the other is missing processor files." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation/cache-related, but one is sync_gpus kwarg updating and the other is chunked_prefill cache availability; different fixes." + "reason": "Both are generation internals, but sync_gpus kwargs update and chunked_prefill cache absence are separate defects." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a slowdown after upgrading transformers are unrelated." + "reason": "MLukeTokenizer AttributeError and post-upgrade data-filter slowdown are unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic custom model initialization breakage and ESM2-specific failure are not the same issue." + "reason": "A broad custom model initialization regression and ESM2 breakage are not the same code-path problem." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to broad import errors after upgrading." + "reason": "Both are v5 regressions, but one is generation cache handling and the other is broad import errors after upgrade." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files and duplicated DeepSpeed optimizer steps are unrelated." + "reason": "Missing processor save files and double optimizer-step behavior are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A performance regression after upgrading transformers and a duplicated optimizer step under DeepSpeed are different problems." + "reason": "Performance slowdown after upgrading and a duplicated optimizer step are different problems." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5, but one is a slowdown report and the other is a from_pretrained error with newer transformers; not the same bug." + "reason": "Both are version-regression reports, but they describe different failures: slowdown vs Qwen3.5 MOE from_pretrained error." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are opposite-direction serialization/loading issues, not one bug." + "reason": "Quantized model saving and Qwen2.5-GGUF loading are related only at a high level; not the same bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "'Bug report' is too vague to match concretely, and the Gemma-4 Zero3 from_pretrained issue is specific; no evidence they are the same." + "reason": "Generic bug report is too vague to match the specific Gemma4 zero3 from_pretrained issue." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel and Sentence Transformers hanging on load are unrelated." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated." } ] }, @@ -11044,13 +11333,11 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ - "issue:30990", - "issue:35141", "issue:36010", "issue:41628", "issue:42175", @@ -11063,6 +11350,7 @@ "issue:43232", "issue:43377", "issue:43475", + "issue:43479", "issue:43504", "issue:43525", "issue:43526", @@ -11071,7 +11359,6 @@ "issue:43704", "issue:43824", "issue:43873", - "issue:43976", "issue:44038", "issue:44188", "issue:44222", @@ -11082,6 +11369,7 @@ "issue:44623", "issue:44661", "issue:44792", + "issue:44869", "issue:44933", "issue:44945", "issue:44964", @@ -11101,12 +11389,12 @@ "soft_pairs": [ "issue:42371|issue:45092", "issue:44038|issue:44623", - "issue:43475|issue:43643", "issue:43475|issue:45381", + "issue:43475|issue:43643", "issue:41628|issue:44933", "issue:45081|issue:45103", - "issue:42994|issue:43525", "issue:43475|issue:44661", + "issue:42994|issue:43525", "issue:45375|issue:45478", "issue:43232|issue:44188", "issue:45310|issue:45375", @@ -11115,265 +11403,252 @@ "issue:41628|issue:44351", "issue:42831|issue:44222", "issue:44945|issue:45753", - "issue:44222|issue:45310", "issue:43673|issue:44188", - "issue:42994|issue:43824", + "issue:44222|issue:45310", "issue:36010|issue:41628", - "issue:42175|issue:45712", - "issue:42222|issue:45200", + "issue:42994|issue:43824", "issue:43232|issue:44792", + "issue:42175|issue:45712", "issue:44038|issue:45310", + "issue:42222|issue:45200", "issue:43377|issue:44242", "issue:44496|issue:45561", "issue:43526|issue:45561", - "issue:44964|issue:45137", "issue:43504|issue:45561", + "issue:44964|issue:45137", "issue:42175|issue:44933", "issue:42898|issue:44568", - "issue:30990|issue:35141", - "issue:43976|issue:44933" + "issue:43479|issue:44869" ], - "prepared_review_unit_hash": "3b998233c90728c6da1a1f9e68dcd9999ecc9c70280b305f2a287fe320c166b5", + "prepared_review_unit_hash": "1cd38e920de5988fbd6b5ef63fbc5cf6c5a9d81dde051cbc5bc2d97603848306", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37473, - "estimated_input_tokens": 9369, - "estimated_eval_tokens": 18994 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster remains heterogeneous, but there is at least one exact-duplicate issue pair that should be accepted: issue:45310 and issue:45478 share the same title and symptom, so they look like the same report. The rest of the soft edges are still mostly broad-similarity matches across different bugs, models, or subsystems.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue for the whole cluster: it still spans many unrelated bug reports, even though issue:45310 and issue:45478 are an exact duplicate pair and issue:42673/issue:43704 is another duplicate pocket.", + "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate pockets: the Qwen3ForCausalLM VRAM leak reports and the Qwen3.5 MoE load/config reports. The rest are different bugs touching similar areas, not safe duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45375 is the most concrete/root-cause-oriented report in the cluster, and it matches the nearby Qwen3.5 MoE from_pretrained failure report closely enough to serve as the best representative.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is too mixed to be represented by one issue, despite the presence of a few duplicate pairs.", + "best_issue_reason": "issue:45375 is the most actionable issue: it names the specific missing field and likely underlying config-loading failure, whereas the paired report is more generic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 behavior warning vs old InternVL2 meta-init incompatibility; different failure modes." + "reason": "Different problems: TF32 API guidance vs an InternVL2 meta-init load incompatibility. Same broad area, not the same bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained bug vs missing processor save files; only broad model/processor overlap." + "reason": "Both involve Transformers model/processor behavior, but one is a Qwen3-VL-Moe bug and the other is processor.save_pretrained missing files; different code paths." }, { "left": "issue:43475", - "right": "issue:43643", + "right": "issue:45381", "accept": false, - "reason": "SAM3 missing attribute vs trust_remote_code dropping config fields; different bugs and code paths." + "reason": "Different models and failures: SAM 3 Video missing an attribute vs qwen2.5-vl video position ids mismatch." }, { "left": "issue:43475", - "right": "issue:45381", + "right": "issue:43643", "accept": false, - "reason": "SAM3 output attribute error vs qwen2.5-vl video position-id bug; different models and root causes." + "reason": "SAM 3 Video attribute error and Phi4MultimodalConfig default-handling issue are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they involve different symbols and different underlying export/import problems." + "reason": "Both are import/export complaints, but they target different symbols/modules and do not look like one underlying fix." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral tokenizer regex crash vs auto-docstring annotation crash; unrelated subsystems." + "reason": "Both are AttributeError crashes, but they occur in different helpers with different trigger conditions and different fixes." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Quantized save failure vs missing pad_token_id on Llama4Config; different root causes." + "reason": "Unrelated bugs: SAM 3 Video output attribute issue vs tokenizer mapping/add-new-model-like failure." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "SAM3 attribute bug vs tokenizer-mapping registration failure; not the same underlying issue." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different issues." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Related Qwen3.5 MoE area, but the concrete bugs differ: missing deepstack_visual_indexes vs from_pretrained error." + "accept": true, + "reason": "Same Qwen3.5 MoE load failure family; one report is a specific missing-field diagnosis and the other is the generic from_pretrained error symptom." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs attention-kernel divergence under torch.compile; different code paths." + "reason": "Generation kwargs sync_gpus handling and torch.compile attention-kernel branching are different code paths." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error vs missing deepstack_visual_indexes in vision config; not the same fix." + "reason": "Related model family, but the titles point to different failures: a generic from_pretrained error vs a specific missing vision-config field." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior vs incorrect pipeline-parallel LLM output; too broad and different." + "reason": "Offloading/quantization behavior and pipeline-parallel output correctness are not the same bug." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and symptom: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different import errors for different symbols (`AutoImageProcessor` vs `HybridCache`)." + "reason": "Both are import errors from transformers, but for different top-level symbols; no evidence they share a single root cause." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy issue vs FP8 save_pretrained problem; same area, but not the same bug." + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained_moe are distinct issues." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Incorrect output under pipeline parallelism vs an infinite loop for one image; different symptoms and triggers." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained on MoE vs Qwen3.5 MoE from_pretrained error; different concrete failures." + "reason": "Pipeline parallelism output corruption and Qwen3_5 image infinite loop are separate model/runtime problems." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Generation cache missing in v5 chunked prefill vs attention-kernel branching bug; unrelated." + "reason": "Generation cache missing in chunked_prefill and attention-kernel divergence under torch.compile are unrelated." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Quantized save failure vs missing Qwen2_5_VLForConditionalGeneration import; different issues." + "reason": "Saving FP8 MoE checkpoints and a Qwen3.5 MoE from_pretrained failure are different operations and different failure modes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Missing GenerationMixin import vs missing AutoImageProcessor import; both are import regressions, but unrelated." + "reason": "Different missing imports (`GenerationMixin` vs `AutoImageProcessor`) and likely different export paths." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging issue vs leftover dummy PT classes leaking into dir(transformers); different packaging problems." + "reason": "Quantized model saving and missing `Qwen2_5_VLForConditionalGeneration` import are unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Broken ViTPose models vs Gemma 4 token-type-id defaulting; unrelated model families." + "reason": "Generation kwargs update bug and janus image-generation test failure do not match." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Generation kwargs/cache issue vs janus image-generation test failure; no clear shared root cause." + "reason": "Both touch packaging/dependency behavior, but one is missing TensorFlow in the torch extra and the other is dummy PT object leakage." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL-Moe bug vs Qwen3.5 MoE from_pretrained error; same family, but not the same concrete bug." + "reason": "Different model families and different reported failures; too broad to treat as one bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI encoder batching/padding-mask bug vs load-balancing loss omission in MoE; unrelated behavior." + "reason": "MIMI padding-mask inconsistency and MoE load-balancing loss omission are different training/inference bugs." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue vs xdist race in testing utils; totally different layers." + "reason": "Model config resolution and pytest-xdist file race are unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs xdist race in testing utils; unrelated." + "reason": "BeitImageProcessorFast label reduction bug and xdist captured_info.txt race are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque underflow; different subsystems." + "reason": "Legacy-field model loading bug and test-utils file race are different problems." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "BEiT pretrained preset load bug vs xdist race in testing utils; unrelated." + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow packaging vs missing image_utils import; not the same bug." + "reason": "Packaging extra/dependency issue vs missing import from image_utils; not the same underlying bug." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "v5 tokenization cleanup behavior change vs BOS/EOS not added for mdeberta tokenizer; related area, different issue." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence Transformers load hang vs embedding reinit after resizing token embeddings; completely different bugs." + "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and code paths." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Python version compatibility bug vs missing image_utils import; unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Identical titles and same reported Qwen3.5 MoE from_pretrained error; this is an exact duplicate pair." + "reason": "Config default initialization and Whisper timestamp decode crash are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-homogeneity summary is fine, but the soft-edge judgments are not fully conservative. In particular, issue:45310 and issue:45478 have identical titles (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so treating that pair as non-duplicate is too strict given the packet. Because of that missed exact duplicate pair, I can\u2019t accept the output as-is." + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate calls are conservative. The two accepted pairs are well supported by near-identical Qwen3/Qwen3.5 VRAM leak and from_pretrained reports, while the remaining soft-edge pairs are appropriately rejected as different bugs or code paths." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11386,23 +11661,24 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:22355", "issue:28282", "issue:30333", + "issue:30990", "issue:33290", "issue:34689", + "issue:35141", "issue:36331", "issue:41628", "issue:42757", "issue:42831", "issue:42898", "issue:43116", - "issue:43232", "issue:43278", "issue:43479", "issue:43644", @@ -11410,6 +11686,7 @@ "issue:43784", "issue:43824", "issue:43874", + "issue:43976", "issue:44060", "issue:44079", "issue:44188", @@ -11425,7 +11702,6 @@ "issue:44623", "issue:44734", "issue:44779", - "issue:44869", "issue:44933", "issue:44977", "issue:45092", @@ -11437,21 +11713,21 @@ "issue:45405", "issue:45656", "issue:45712", - "issue:45812", - "issue:45834" + "issue:45812" ], "soft_pairs": [ - "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", "issue:43479|issue:44079", "issue:44623|issue:45310", - "issue:43784|issue:43824", "issue:44188|issue:44373", + "issue:43784|issue:43824", "issue:43278|issue:45137", "issue:42898|issue:45812", "issue:44734|issue:45103", "issue:30333|issue:33290", - "issue:43723|issue:44568", "issue:43874|issue:45092", + "issue:43723|issue:44568", "issue:42898|issue:45356", "issue:44060|issue:45125", "issue:42898|issue:44779", @@ -11467,247 +11743,245 @@ "issue:42831|issue:44623", "issue:44206|issue:45103", "issue:41628|issue:42757", - "issue:22355|issue:28282", "issue:30333|issue:36331", - "issue:30333|issue:34689", + "issue:22355|issue:28282", "issue:44297|issue:45310", + "issue:30333|issue:34689", "issue:44222|issue:44484", - "issue:43232|issue:45834", - "issue:43723|issue:44977", - "issue:28282|issue:30333" + "issue:43723|issue:44977" ], - "prepared_review_unit_hash": "0addc67cd4e93fdd756b4568460ebded52120856c34163c07488f1581a2545f0", + "prepared_review_unit_hash": "1060cde2f07b9434bffb95d3c538c175b84257f47dcced168db4361d1be23246", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37872, - "estimated_input_tokens": 9468, - "estimated_eval_tokens": 19192 + "soft_pair_count": 33, + "serialized_chars": 37586, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they connect unrelated import errors, tokenizer regressions, training issues, and config/model bugs that do not share the same concrete fix. No PRs are present in the cluster. The closest hub is the v5 tokenizer regression issue, but it is still only a loose representative, not a true duplicate anchor.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 42898 is the broadest hub among the soft edges and best matches the recurring v5 tokenizer-regression theme, even though most neighboring pairs are not true duplicates.", + "summary": "The items are thematically noisy but not duplicates: they span unrelated import errors, tokenizer regressions, training bugs, save/load issues, and docs. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue\u2014this is not a duplicate cluster, but a heterogeneous set of unrelated bugs and regressions.", "canonical_pr_reason": null, - "best_issue_reason": "42898 is the least narrow representative of the cluster because it sits at the center of several tokenizer-related soft links and has the strongest chance of being the intended anchor issue.", + "best_issue_reason": "No single issue is a strong global representative; the closest candidates are still about different code paths and symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in Sentence-Transformers is unrelated to post-init reinitialization when resizing embeddings." + }, + { + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Different subsystems: multimodal config initialization vs Whisper timestamp decoding crash." + "reason": "Python version support/import environment issue is unrelated to a missing image_utils import/export." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "One is config default handling; the other is ModelOutput key assignment logic." + "reason": "Both mention None handling, but one is multimodal config initialization and the other is ModelOutput key assignment." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Both involve saving/loading, but the concrete bugs are different processor files vs Qwen3.5 MoE from_pretrained failure." + "reason": "Missing processor save files and a Qwen3.5 MoE from_pretrained regression are different load/save paths and failures." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Different import failures in different packages and code paths." + "reason": "A torch.compile attention kernel divergence bug is not the same as a docstring typo." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + "reason": "These are different import errors for different missing symbols/packages." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Different runtime problems: dtype drift during eval vs DeepSpeed ZeRO3 deque underflow." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to the DeepSpeed ZeRO3 deque error." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different concrete failures and likely different fixes." + "reason": "Both are tokenizer regressions, but one is a v5 cleanup behavior change and the other is Granite-specific wrong token IDs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing bug is unrelated to auto-docstring annotation parsing." + "reason": "Serving/KV-cache tensor indexing crash is unrelated to auto_docstring failing under postponed annotations." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs and an Adafactor+DeepSpeed OOM are unrelated bugs." + "reason": "MLflow reporting on failed training and an Adafactor OOM in DeepSpeed are different problems." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "General tokenizer loading regression is not the same as mdeberta special-token behavior." + "reason": "Missing image patch count support in a processor is unrelated to remote-code checkpoint meta-init incompatibility." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Different multimodal loading failures with different root causes." + "reason": "Tokenizer loading failure and add_special_tokens behavior regression are different concrete bugs." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and behaviors." + "reason": "Both are tokenizer regressions, but they affect different models and mechanisms." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Tied-weights warning bug is unrelated to missing tensor-parallel plan support." + "reason": "A tied-weights warning bug and a missing tensor-parallel plan are different model-definition issues." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions affecting different models and failure modes." + "reason": "General v5 tokenization cleanup changes are not the same as Deepseek-specific incorrect tokenization results." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unreleased PEFT version bump is unrelated to dummy class cleanup." + "reason": "A dependency version bump and leftover dummy classes leaking into dir(transformers) are unrelated." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to double optimizer stepping under DeepSpeed." + "reason": "Position_ids buffer access and optimizer stepping twice under DeepSpeed are different runtime bugs." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both mention v4/v5 output changes, but they do not point to the same concrete defect." + "reason": "Different model outputs between v4 and v5 do not match the clean_up_tokenization_spaces regression specifically." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and dummy-class leakage are separate API-surface issues." + "reason": "A missing image_utils import and leftover dummy classes are both import-related but not the same issue." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Different save_pretrained bugs: FP8 MoE serialization vs tokenizer config mismatch." + "reason": "FP8 save_pretrained behavior and tokenizer_config class mismatch involve different save artifacts." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is unrelated to DeepSpeed optimizer stepping." + "reason": "Tokenizer save metadata mismatch has nothing to do with DeepSpeed optimizer stepping." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failures." + "reason": "Example-script multi-label classification output bug and local dataset loading failure are separate script issues." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config None-handling is unrelated to non-persistent buffer initialization." + "reason": "Multimodal config None defaults and junk-filled non-persistent buffers are distinct initialization bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but on different objects and different bugs." + "reason": "FP8 MoE save_pretrained and missing processor save files are both save_pretrained-related but not the same bug." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy drift is unrelated to missing processor save files." + "reason": "FineGrainedFP8 accuracy issues are unrelated to processor serialization problems." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument regression is unrelated to auto-docstring annotation handling." + "reason": "A feature extractor center-arg regression is unrelated to auto_docstring annotation handling." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Two separate import errors from different modules and different missing symbols." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Different import errors caused by different missing dependencies/modules." + "reason": "These are different import errors from different packages and symbols." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failure is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Training-job reporting and Llama model loading regression are unrelated." + "reason": "Missing transformers.onnx and missing PyTorch are both import errors, but not the same underlying cause." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug is unrelated to Qwen3.5 MoE loading failure." + "reason": "Tokenizer metadata saved incorrectly and Qwen3.5 MoE load failure are unrelated save/load bugs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job status reporting and Llama 3.2 Vision model loading regression are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE serialization bug is unrelated to max_shard_size default behavior." + "reason": "FP8 MoE save corruption is not the same as a question about the default max_shard_size value." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Generation KV-cache update bug is unrelated to long-ocr indexing in Kosmos2.5." + "reason": "Missing import from image_utils and dummy class cleanup are separate repository hygiene issues." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression is unrelated to flash-attention generation failure." - }, - { - "left": "issue:28282", - "right": "issue:30333", - "accept": false, - "reason": "AutoModel missing PyTorch and MLflow job reporting are unrelated." + "reason": "Tokenizer.from_pretrained loading in v5 and Qwen3.5 generation with flash-attention are different failure modes." } ] }, @@ -11726,18 +12000,18 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ + "issue:28282", "issue:30333", "issue:30990", "issue:35141", "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", "issue:42886", @@ -11777,241 +12051,249 @@ "issue:45406", "issue:45593", "issue:45753", + "issue:45834", "issue:46002" ], "soft_pairs": [ - "issue:30333|issue:35141", + "issue:43232|issue:45834", + "issue:28282|issue:30333", "issue:44263|issue:45092", + "issue:30333|issue:35141", "issue:44373|issue:44485", - "issue:44263|issue:44360", "issue:44295|issue:44623", - "issue:44514|issue:45103", + "issue:44263|issue:44360", "issue:44483|issue:45406", + "issue:44514|issue:45103", "issue:44261|issue:45092", - "issue:43723|issue:44871", "issue:45092|issue:45357", + "issue:43723|issue:44871", "issue:43723|issue:44991", "issue:30990|issue:38175", "issue:44829|issue:46002", "issue:43723|issue:44442", - "issue:41628|issue:43824", - "issue:43479|issue:44913", "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:41628|issue:43824", "issue:44263|issue:44373", - "issue:39401|issue:44568", "issue:42831|issue:44038", + "issue:39401|issue:44568", "issue:42757|issue:45278", "issue:42886|issue:42994", "issue:43232|issue:45593", "issue:43756|issue:44060", - "issue:43576|issue:43784", "issue:42831|issue:45753", + "issue:43576|issue:43784", "issue:42886|issue:43066", - "issue:43122|issue:44521", - "issue:42371|issue:44263" + "issue:43122|issue:44521" ], - "prepared_review_unit_hash": "74dc0cbd4f74cb8381b421ddb29adac0290eeba0aa4612af7d4ab3a45fe277eb", + "prepared_review_unit_hash": "623ee1e7207571d85099340f77055634ee699ef8edb73b46051bf31a8f45ea6c", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35590, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly Transformers v5 regressions around tokenizers/imports/processors/model internals, but the soft pairs point to different concrete bugs rather than true duplicates. I would not merge any of the proposed soft edges.", - "confidence": 0.92, - "canonical_issue_reason": "No single issue is a safe canonical for the cluster: the titles describe several unrelated failure modes (tokenizer loading, import errors, multimodal processor behavior, config/init bugs, and model-specific training/inference regressions), and none of the soft pairs appear to share the same underlying code path.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues. A few pairs share broad themes like tokenizer loading or import regressions, but none look like the same concrete bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43723 is the closest representative because several nearby items are tokenizer-loading regressions, but the cluster is too heterogeneous to treat as one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best representative issue because it is the broadest and most central tokenizer-loading regression in the set, but it still does not subsume the other reports.", + "best_issue_reason": "issue:43723 is the best single anchor only for the recurring tokenizer-loading subtheme; it is not a strong cluster-wide canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "Different subsystems and failures: MLFlow reporting on training failure vs. output embedding reinitialization after resize." + "reason": "An AutoModel PyTorch import error and MLflow job reporting failure are different problems." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GLM-MoE DSA indexing bug vs. remote-code meta-init incompatibility for old InternVL2 checkpoints; not the same code path." + "reason": "GLM MoE torch.split indexing and InternVL2 meta-init compatibility are separate code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow tracking on failed jobs is unrelated to output embedding reinit during post_init." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring wording issue for position_ids vs. GLM-5 RoPE implementation bug; unrelated." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Both touch DSA indexing, but one is about torch.split outputs and the other about a missing ReLU; different concrete bugs." + "reason": "A docstring mismatch for position_ids is not the same bug as GLM-5 RoPE implementation." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registering position_ids as a buffer vs. missing files in processor.save_pretrained; unrelated failures." + "reason": "Reading registered position_ids buffers and missing save_pretrained processor files are different failures." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Batched chat_template crash with padding=False vs. auto_docstring AttributeError from future annotations; different areas." + "reason": "torch.split return-value handling and a missing ReLU in the DSA indexer are not the same defect." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection vs. Gemma4Processor missing _tokenizer in serve; not the same bug." + "reason": "v1/chat/completions request validation and Gemma4Processor missing _tokenizer are unrelated." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Layernorm eps precision issue in MLA vs. meta-init incompatibility for old checkpoints; unrelated." + "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring AttributeError are separate issues." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "General tokenizer-loading regression vs. Gemma-3 eos_token_id mismatch; different symptoms and fixes." + "reason": "MLA q_a_layernorm precision drift is unrelated to old InternVL2 remote-code meta initialization." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code meta-init incompatibility vs. incorrect visual encoder keys on save_pretrained; different model lifecycle stages." + "reason": "Meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id mismatch are not the same concrete failure." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they target different models and failures; not the same underlying bug." + "reason": "Both involve tokenizers, but they affect different models and likely different loading paths." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang vs. SIGLIP2 zero probabilities; unrelated model behavior." + "reason": "Sentence Transformers getting stuck loading is not the same as SIGLIP2 zero probabilities." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "FlashAttention-3 training degeneration vs. NaNs after checkout/init in classification heads; different failure modes." + "reason": "Flash-attention-3 degenerate training and NaNs on checkout/init are different training pathologies." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "AutoTokenizer load regression vs. FastSpeech2ConformerTokenizer-specific load failure; too different to merge." + "reason": "Both are tokenizer load failures, but for different tokenizer classes and not clearly the same root cause." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "AutoImageProcessor import failure vs. Qwen2_5_VLForConditionalGeneration import failure; separate missing symbols." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are distinct problems." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug vs. GPTNeoX rotary_pct not persisting on reload; unrelated config issues." + "reason": "Phi4MultimodalConfig defaulting behavior is unrelated to GPTNeoX rotary_pct reload loss." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs. Qwen3.5 MoE from_pretrained error; different problems." + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration exports are different import regressions." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer runtime bug vs. a wrong docstring; no shared bug." + "reason": "A torch.split issue in the DSA indexer is unrelated to a wrong docstring for position_ids." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs. add_special_tokens not adding BOS/EOS for mdeberta-v3; different tokenization paths." + "reason": "FineGrainedFP8 accuracy problems and Qwen3-VL-Moe bugs are separate model-specific issues." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs. Qwen3-VL-Moe bug; unrelated model-specific regressions." + "reason": "Qwen3 tokenizer offset_mapping and mdeberta add_special_tokens behavior are different tokenizer regressions." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Single missing is_offline_mode import vs. broad import errors after upgrade; related theme but not the same concrete bug." + "reason": "A specific missing huggingface_hub symbol and broad import errors after upgrade are not the same bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache/offline load failure vs. quantized model saving failure; different subsystems." + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs. D-FINE auxiliary losses when denoising is off; unrelated." + "reason": "Generation-state update after sync_gpus is unrelated to D-FINE auxiliary loss omission." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE layer count bug vs. Qwen3-Next tied-weights warning involving dt_bias; different model internals." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config issues." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "transformers env CLI breakage vs. sentence-transformers import NameError; separate issues." + "reason": "FineGrainedFP8 accuracy loss and Qwen3_5 infinite-loop behavior are not the same defect." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs. Qwen3_5 image-specific infinite loop; not the same bug." + "reason": "The transformers env command and a sentence-transformers import NameError are unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading failure vs. wrong tokenizer decoder type in v5; different tokenizer defects." + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer-path bugs." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different tokenization output across versions vs. multimodal assistant_masks all zero in apply_chat_template; not the same issue." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 API settings warning vs. GLM-MoE DSA indexer bug; unrelated." + "reason": "Tokenization differences across versions and zero assistant masks for multimodal inputs are separate behaviors." } ] }, @@ -12030,10 +12312,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:22355", "issue:28218", @@ -12043,7 +12325,7 @@ "issue:36296", "issue:39401", "issue:41628", - "issue:42757", + "issue:42371", "issue:42907", "issue:43116", "issue:43122", @@ -12060,6 +12342,7 @@ "issue:44117", "issue:44222", "issue:44261", + "issue:44263", "issue:44295", "issue:44297", "issue:44351", @@ -12077,29 +12360,28 @@ "issue:44945", "issue:44964", "issue:45200", - "issue:45216", "issue:45278", "issue:45290", - "issue:45478", "issue:45600", "issue:46002" ], "soft_pairs": [ - "issue:44117|issue:44704", + "issue:42371|issue:44263", "issue:22355|issue:28218", + "issue:44117|issue:44704", "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:44295|issue:44297", - "issue:43232|issue:44743", "issue:44704|issue:45290", + "issue:43232|issue:44743", "issue:42907|issue:44945", "issue:43122|issue:44514", - "issue:41628|issue:45278", "issue:43976|issue:44945", "issue:44261|issue:44373", - "issue:43784|issue:45600", + "issue:41628|issue:45278", "issue:39401|issue:44488", "issue:42907|issue:43937", + "issue:43784|issue:45600", "issue:43408|issue:43475", "issue:44360|issue:44485", "issue:39401|issue:44521", @@ -12108,229 +12390,221 @@ "issue:44038|issue:44297", "issue:42907|issue:44964", "issue:29127|issue:30990", - "issue:43122|issue:44779", "issue:44038|issue:44295", - "issue:36296|issue:43116", + "issue:43122|issue:44779", "issue:42907|issue:43452", - "issue:43824|issue:44351", + "issue:36296|issue:43116", "issue:44038|issue:44222", - "issue:45216|issue:45478", - "issue:42757|issue:44351" + "issue:43824|issue:44351" ], - "prepared_review_unit_hash": "5dec8af14112048f5fd271ee1c5b94f6279cf3b4a6be1b9a9563bca6c315a449", + "prepared_review_unit_hash": "a724b2004d5743cbdff2b12fb0980a42a1ef50036454e0cbfd61042edc8f4556", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36572, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35652, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenization, imports, generation, multimodal models, and training/runtime regressions. The soft links are largely lexical/topic similarity rather than the same concrete bug, so I reject all soft edges.", - "confidence": 0.9, - "canonical_issue_reason": "45278 is the broadest umbrella regression in the set (multiple import errors after upgrading), so it is the best representative issue for this heterogeneous cluster, though the cluster is not a true duplicate set.", + "summary": "This cluster is mostly a loose lexical grouping of unrelated Hugging Face issues. The strongest common thread is broad v5 regression/import-breakage reports, but the individual items are about different code paths, models, or APIs, so I would not merge them as duplicates.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45278 is the broadest and most central regression report in the set, covering upgrade-related import failures that overlap the general theme of several other items.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most generic and representative issue here; it best summarizes the cluster\u2019s broad \u201cimport breakage after upgrade\u201d theme even if it does not match the other issues exactly.", + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is broad, clearly user-facing, and representative of the shared v5 upgrade/import-breakage theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Different failure modes: tokenizer mapping fallback vs AutoProcessor kwargs not reaching cached_file. Same API surface, but not the same bug." + "reason": "Different bugs: TF32 settings guidance vs a GlmMoeDsaIndexer split/value handling issue." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "One is a missing module import, the other is tokenization spacing after added tokens. No shared underlying code-path." + "reason": "Unrelated: missing transformers.onnx module import vs tokenizer spacing behavior after added tokens." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is AutoProcessor kwargs not reaching cached_file." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are distinct training/runtime problems." + "reason": "Different failure modes: custom model init regression vs NaNs in classification heads on checkout/init." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading-related, but one is a hang and the other is a Mac bus error with CLIP; different root causes." + "reason": "Different symptoms and code paths: loading hang vs MacOS bus error for a CLIP model." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer access and tokenizer_class metadata mismatch are unrelated save/load behaviors." + "reason": "Position_ids buffer access error is unrelated to tokenizer_class mismatch in tokenizer_config.json." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both involve generation/cache, but one is sync_gpus bookkeeping and the other is recurrent state reset with seq_len>1." + "reason": "Different areas: cached_file kwargs forwarding vs chat template crashing on assistant tool-call messages." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "cached_file argument forwarding is unrelated to chat template crashes on tool-call assistant messages." + "reason": "Both are generation-related, but one is sync_gpus/model kwargs handling and the other is cache/state reset for recurrent models." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and incorrect output under pipeline parallelism are different bugs." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer-version drift and apply_chat_template batching/padding failure are different tokenization paths." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both are import errors, but 41628 is a specific missing symbol while 45278 is a broad upgrade breakage report; not the same concrete issue." + "reason": "Tokenizer behavior change in v5 vs a Qwen2_5_VLProcessor chat-template batching crash." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and pipeline-parallel wrong output are unrelated." + "reason": "Python version compatibility regression is not the same bug as pipeline-parallelism output corruption." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A model config precision bug and a wrong docstring are not the same underlying problem." + "reason": "Missing rms_norm_eps precision issue and a wrong docstring are not the same underlying defect." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Sentence-transformers import failure and broken auto_mappings references in CI are separate breakages." + "reason": "Both mention imports, but 41628 is a specific missing symbol while 45278 is a broader upgrade-related import-error report." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 offset_mapping errors and loading cjvt/sleng-bert are different tokenizer/model-loading issues." + "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to a model load failure for cjvt/sleng-bert." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Save_pretrained failure for dequantized models and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Different subsystems: dequantized save_pretrained vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError is unrelated to auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3-related, but a model-type warning and a missing output attribute are distinct bugs." + "reason": "Different SAM 3 Video issues: wrong model type warning vs missing fpn_position_embeddings attribute." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation and GLM-5 RoPE implementation are unrelated subsystems." + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are separate model internals." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset mappings and all-zero assistant masks are different tokenizer/chat-template bugs." + "reason": "Tokenizer offset mapping bug is not the same as assistant_masks being all zero for multimodal chat templates." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification returning empty results and mm_token_type_ids defaults are not the same issue." + "reason": "Example script returning empty multi-label results is distinct from mm_token_type_ids defaulting behavior in Gemma 4." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated classification/modeling problems." + "reason": "Config propagation for Qwen3.5 num_labels is unrelated to flash_attention_3 causing degenerate training." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading and tokenizer_class metadata mismatch do not share a concrete code-path." + "reason": "Qwen3-VL-Moe bug is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save_pretrained issues and failing to load Phi-4 multimodal instruct are separate model lifecycle bugs." + "reason": "Dequantized save failure is not the same as failing to load Phi-4 multimodal instruct." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are not the same bug." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer behavior drift in v5 and Deepseek tokenizer incorrect results are different tokenizer regressions." + "reason": "LayoutLMv3 box-information error message clarity is unrelated to Sentence Transformers loading hang." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are unrelated." + "reason": "Different failures: Qwen3-VL-Moe bug vs reading position_ids after buffer registration." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Tensor parallel training bug and example-script multi-label classification empty outputs are different problems." + "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different code paths." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file breaking from_pretrained are unrelated load/save bugs." + "reason": "GGUF loading breakage is unrelated to dequantized model save failures." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Missing Qwen2.5-VL export and missing HybridCache export are both import errors but not the same symbol or fix." + "reason": "Tensor parallel training bug and multi-label classification empty results are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe loading and FP8 moe save_pretrained are distinct model-format issues." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 Moe from_pretrained error may be adjacent, but the titles point to different concrete failures and code-paths." + "reason": "Qwen3-VL-Moe runtime bug and FP8 save_pretrained MoE issue are different concrete failures." }, { - "left": "issue:42757", + "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; only the surface symptom matches." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import is different from missing HybridCache import." } ] }, @@ -12349,10 +12623,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:22355", "issue:29127", @@ -12362,6 +12636,7 @@ "issue:42222", "issue:42371", "issue:42673", + "issue:42757", "issue:42907", "issue:43064", "issue:43066", @@ -12376,7 +12651,6 @@ "issue:43825", "issue:43827", "issue:43874", - "issue:43906", "issue:43937", "issue:43976", "issue:43992", @@ -12384,7 +12658,7 @@ "issue:44075", "issue:44117", "issue:44222", - "issue:44466", + "issue:44351", "issue:44485", "issue:44704", "issue:44779", @@ -12393,6 +12667,7 @@ "issue:44977", "issue:45072", "issue:45083", + "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -12403,6 +12678,8 @@ "issue:46002" ], "soft_pairs": [ + "issue:45216|issue:45478", + "issue:42757|issue:44351", "issue:43278|issue:44945", "issue:43493|issue:45753", "issue:42907|issue:44222", @@ -12430,206 +12707,216 @@ "issue:33453|issue:39401", "issue:39401|issue:44779", "issue:43827|issue:45446", - "issue:44466|issue:46002", - "issue:43937|issue:44977", - "issue:42673|issue:43906" + "issue:43937|issue:44977" ], - "prepared_review_unit_hash": "d897eed64f1c0384b4b0259ff5632702b739d5e3bdcd337426eb8bd6586cca82", + "prepared_review_unit_hash": "a9907da6e87dea44e45207aa83d7a60084709006a322dafcfcb24b5b816e82ca", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35734, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "serialized_chars": 36221, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regressions and model-specific bugs, not a set of true duplicates. I found no soft pair that shares the same concrete underlying failure mode closely enough to merge.", + "summary": "This cluster is heterogeneous: most pairs share a surface theme like Transformers v5 regressions, tokenizer/load/save issues, or model-specific bugs, but they do not describe the same concrete defect. I would not merge any of the proposed soft edges.", "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s post-upgrade regression theme: it captures multiple import breakages after moving to 5.5.0, making it the best umbrella issue among otherwise narrow, unrelated reports.", + "canonical_issue_reason": "issue:45216 is the clearest regression-style report in the set and the best anchor for the nearby Qwen3.5 save/load complaints, with an explicit version boundary and a concrete affected API.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general, user-impacting issue in the set and best fits the cluster as a whole; the rest are mostly isolated model- or component-specific bugs.", + "best_issue_reason": "issue:45216 is the most actionable issue here: it names the model family, the failing API, and the regression window clearly enough to serve as a triage reference.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; different code paths and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely unrelated version breakages." + }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different failures: dtype change during evaluate vs incorrect outputs under pipeline parallelism." + "reason": "Training/eval dtype drift is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy vs Qwen3.5 infinite-loop generation." + "reason": "Different models and different failures: SigLIP2 implementation discrepancy versus Qwen3.5 infinite loop on a specific image." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both are save-related, but they affect different model/quantization paths and do not look like the same bug." + "reason": "Both mention saving quantized models, but they target different quantization paths and model families; not the same bug." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression vs flash-attention generation failure; no shared concrete code-path." + "reason": "Tokenizer output differences are unrelated to flash-attention generation failure." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Separate import-time errors in different packages/guards, with different missing symbols and causes." + "reason": "Import-time NameError in sentence-transformers is unrelated to a PyTorch version check in flex_attention." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different from_pretrained/cached_file problems affecting different components." + "reason": "Missing embedding weights in UMT5Encoder loading is unrelated to AutoProcessor kwargs not reaching cached_file." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is a Deepseek tokenization mismatch; not the same bug." + "reason": "Both are tokenizer-related, but one is decoder type selection and the other is incorrect tokenization behavior; not clearly the same defect." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-failure report, but 38617 is one specific missing symbol; too different in scope and root cause." + "reason": "Both are import problems after upgrades, but one is a specific missing symbol and the other is a broad collection of import errors." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multithreaded Qwen3ForCausalLM vs dtype mismatch in bfloat16 inference." + "reason": "VRAM leakage in threaded Qwen3.5 usage is unrelated to bfloat16 dtype mismatches in CI/inference." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error vs RoPE implementation discussion; unrelated failures." + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different issues in the same model family, not the same bug." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing transformers.onnx module vs a LayoutLMv3 error-message clarity issue; unrelated." + "reason": "Module import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Loading models with base_model_prefix vs NaNs in classification heads; different code paths and symptoms." + "reason": "Model loading with base_model_prefix and NaNs in classification heads are distinct problems." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior warning/request vs missing image-patch method in an image processor; unrelated." + "reason": "TF32 API guidance and a missing image-patch helper are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support regression vs a flex_attention import-version check bug." + "reason": "Python version support regression is not the same as a bad PyTorch version gate for AuxRequest import." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "vitpose model breakage vs Ministral flash-attention failure; different models and failure modes." + "reason": "Different broken model paths: vitpose imports versus Ministral-3 flash-attention failure." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs missing GenerationMixin cache during chunked prefill." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Empty multi-label classification outputs vs SigLIP2 implementation discrepancy; unrelated." + "reason": "Example-script empty outputs and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD args ignored vs trainer.evaluate() failing after train(); not the same defect." + "reason": "Optimizer argument handling is unrelated to trainer.evaluate failing after train." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5 MoE checkpoints, but one is save_pretrained key serialization and the other is a from_pretrained load error; distinct bugs." + "reason": "Both concern Qwen3.5, but one is save_pretrained visual encoder keys and the other is a from_pretrained loading error." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3 model variants and different failure modes; not a single concrete bug." + "reason": "Same broad model area, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 Moe from_pretrained error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "run_classification empty outputs vs stale documentation/error messaging about pipeline translation support." + "reason": "Empty multi-label classification outputs are unrelated to a wrong pipeline() error message." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper bug vs flex_attention import guard issue; unrelated." + "reason": "Feature-extractor output length behavior in qwen3_omni_moe is unrelated to a PyTorch version check bug." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalid vs a stale warning about num_return_sequences; not the same underlying problem." + "reason": "GenerationConfig invalidation and stale num_return_sequences warnings are different generation issues." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping assumption bug vs flash_attention crashing on s_aux=None; unrelated." + "reason": "Tokenizer mapping None-handling is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression vs a specific Qwen3 offset_mapping bug; too broad to call duplicate." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer problems." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenization regressions, but they affect different models and different symptoms." + "reason": "Wrong offset mapping and incorrect Deepseek tokenization are both tokenizer issues, but not the same concrete bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing removed pipeline APIs vs a PyTorch-version import check bug; unrelated." + "reason": "Docs still referencing pipeline() and a version-check bug in flex_attention are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Serialization of tied lm_head weights vs NaNs in classification heads; different issues." + "reason": "GLM-5 generation-config validation and Qwen3.5 flash-attention generation failure are different code paths." } ] }, @@ -12648,10 +12935,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:38617", "issue:39401", @@ -12673,7 +12960,7 @@ "issue:43582", "issue:43673", "issue:43742", - "issue:43874", + "issue:43906", "issue:43937", "issue:43986", "issue:44075", @@ -12682,6 +12969,7 @@ "issue:44261", "issue:44291", "issue:44410", + "issue:44466", "issue:44483", "issue:44484", "issue:44496", @@ -12696,244 +12984,237 @@ "issue:45405", "issue:45446", "issue:45464", - "issue:45478", "issue:45542", "issue:45561", - "issue:45656" + "issue:45656", + "issue:46002" ], "soft_pairs": [ - "issue:43450|issue:43986", + "issue:44466|issue:46002", + "issue:42673|issue:43906", "issue:44291|issue:45071", "issue:45405|issue:45446", + "issue:43450|issue:43986", "issue:45341|issue:45561", "issue:44117|issue:45081", "issue:38617|issue:41628", - "issue:39401|issue:43421", "issue:44410|issue:45310", - "issue:44829|issue:45216", + "issue:39401|issue:43421", "issue:44484|issue:45310", + "issue:44829|issue:45216", "issue:42371|issue:44261", - "issue:43408|issue:43742", "issue:42673|issue:43582", "issue:42617|issue:45341", - "issue:42222|issue:45542", + "issue:43408|issue:43742", "issue:44933|issue:45278", + "issue:42222|issue:45542", "issue:42490|issue:42673", "issue:42175|issue:42222", "issue:43937|issue:44496", "issue:38617|issue:44220", "issue:42371|issue:42831", - "issue:43066|issue:43122", "issue:44483|issue:45464", + "issue:43066|issue:43122", "issue:44075|issue:45656", "issue:43673|issue:45341", - "issue:43012|issue:43577", - "issue:43874|issue:44261", - "issue:44484|issue:45478", - "issue:44410|issue:45478" + "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "6c4da4618f6640e8e4de47ed70e777ed40d417aa61b07524db031227d629cf31", + "prepared_review_unit_hash": "0b548aa2350861aed2d91d88bd512bd104d0afd2a99e7b4522b830d765c67d93", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35629, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35914, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is largely heterogeneous: several tokenizer/import/version-regression reports overlap superficially, but they do not appear to be the same underlying bug. No soft pair looks mergeable into a single issue or PR.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45278 is the closest umbrella candidate because it broadly covers import regressions after upgrading to 5.5.0, but the cluster is too mixed for a strong true canonical duplicate.", + "summary": "These are mostly unrelated closed issues with superficial similarity by subsystem or version. I do not see any safe issue-issue duplicates among the proposed soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43122 is the clearest, most concrete regression report in the set and the best representative of the tokenizer/version-change subgroup, even though the cluster as a whole is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative broad regression report in the set, but only as a loose umbrella; it is not a true duplicate of the other items.", + "best_issue_reason": "issue:43122 is the strongest standalone issue here because it describes a specific, reproducible behavior change with a clear version boundary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: serialized tied weights vs NaNs in classification heads." + }, + { + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Both touch video-processing flows, but one is a shape bug and the other is a crash from missing torchvision; different failure modes and code paths." + "reason": "Both mention Qwen-related failures, but one is a VRAM leak and the other is a separate reproduction report." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5 loading/type-related regressions, but one is an init_empty_weights argument issue and the other is a PreTrainedConfig type-checking break." + "reason": "Different failure modes: unexpected init arg vs PreTrainedConfig type checking." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Unrelated problems: a released-version dependency pin vs a PyTorch version check for flex_attention import." + "reason": "Unrelated: PEFT minimum version bump vs PyTorch version check bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Different issues in video processing: wrong batched shape vs missing torchvision crash." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utils, but one is a small bug and the other is an xdist race on captured_info.txt; not the same defect." + "reason": "Both touch testing utils, but one is a generic bug and the other is a specific xdist race on a file." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer internals, but one is a mapping lookup returning None and the other is a Mistral regex patch crash." + "reason": "Different tokenizer problems: missing mapping entry vs Mistral regex patch crash." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different API breakages." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Both are tokenizer behavior issues, but one is wrong offset mappings and the other is runtime special-token/post-processor sync." + "reason": "Both are import errors, but for different symbols and different code paths." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen-family issues: missing projections in qwen3next vs a from_pretrained error in Qwen3.5 MoE." + "reason": "Different Qwen model issues: missing layer projections vs from_pretrained error." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "One is a training degradation with flash_attention_3, the other is a save_pretrained checkpoint regression; different code paths." + "reason": "Tokenizer offset mapping bug is not the same as runtime post-processor update behavior." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A max_shard_size question is unrelated to a Qwen3.5 MoE from_pretrained failure." + "reason": "Different APIs and symptoms: chat/completions rejection vs Qwen3.5 MoE loading failure." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "TF32 API guidance and an rms_norm_eps precision bug are unrelated." + "reason": "Training degeneration with flash attention is not the same as save_pretrained checkpoint regression." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Different model-loading failures: a model-type mismatch warning vs a key error for a specific model." + "reason": "Unrelated: TF32 warning wording vs MLA RMS norm precision mismatch." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "A VRAM leak in multithreaded Qwen3 inference and an Apple Silicon TypeError in caching_allocator_warmup are distinct issues." + "reason": "Different runtime issues: VRAM leak vs Apple Silicon TypeError." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py execution problem and a testing_utils bug are unrelated." + "reason": "No overlap beyond being bugs in utilities/scripts." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "A broken VitPose model family and a backend detection issue with tensorboard-only installs do not share the same root cause." + "reason": "Different model families and errors: sam3 warning vs MobileLLM key error." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but 45278 is a broad upgrade regression while 44933 is a specific missing image_utils export." + "reason": "Broad import-error theme only; these are not the same missing import." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems: vitpose model breakage vs TensorFlow backend installation issue." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "A trailing-slash local-path import warning and a VRAM leak in Qwen3 multithreaded use are unrelated." + "reason": "Local-path import warning is unrelated to the Qwen VRAM leak." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Package/backend installation coverage and a broken VitPose model are different problems." + "reason": "TensorFlow dependency packaging issue is not the same as vitpose model breakage." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "One is a missing method on a vision processor fast class; the other is an unrecognized model/config issue." + "reason": "Different model/config validation failures with different root causes." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Both are generic framework bugs, but one is an import error and the other is an audio feature-extraction failure." + "reason": "Both are import/runtime bugs, but they involve different functions and code paths." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 configuration messaging and FineGrainedFP8 accuracy are not the same bug." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer/version regressions, but one is a wrong decoder type and the other is changed tokenization output." + "reason": "TF32 API warning and FineGrainedFP8 accuracy are unrelated." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is a general request rejection and the other is a streaming inference failure on a specific model." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Both involve optimizers, but one says SGD args are ignored while the other says optimizer.step is called twice under deepspeed." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "A generation cache regression and a testing_utils bug are unrelated." + "reason": "Both involve chat/completions, but one is an API compatibility failure and the other is streaming inference on a specific model." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Both mention dtype/precision, but one is a compile-time warning and the other is incorrect model dtype propagation on load." + "reason": "Related to tokenizer behavior, but one is decoder type serialization and the other is changed tokenization output." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "One is a missing image-patch-count method in a GLM vision processor, the other is an rms_norm_eps precision issue." + "reason": "Different optimizer bugs: ignored SGD args vs double optimizer step under deepspeed." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained failure." + "reason": "Generation cache issue and testing-utils bug are unrelated." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different Qwen-family failures: missing layer projections vs a from_pretrained error." + "reason": "Both concern dtype/precision, but one is a warning and the other is incorrect model dtype loading." } ] }, @@ -12952,10 +13233,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:38617", "issue:41628", @@ -12971,7 +13252,6 @@ "issue:43452", "issue:43502", "issue:43531", - "issue:43824", "issue:43873", "issue:43874", "issue:43901", @@ -12980,6 +13260,7 @@ "issue:43976", "issue:43986", "issue:43992", + "issue:44016", "issue:44038", "issue:44062", "issue:44117", @@ -13002,278 +13283,294 @@ "issue:45372", "issue:45375", "issue:45459", + "issue:45478", "issue:45542", "issue:45588" ], "soft_pairs": [ + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44410|issue:45478", "issue:44263|issue:44485", "issue:43097|issue:44493", - "issue:42222|issue:45459", "issue:41628|issue:45071", "issue:43012|issue:43408", + "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:45071|issue:45542", "issue:43931|issue:44410", - "issue:43335|issue:45071", "issue:43931|issue:44038", + "issue:43335|issue:45071", "issue:45003|issue:45341", "issue:43097|issue:43452", "issue:43986|issue:45341", - "issue:43986|issue:44484", "issue:44117|issue:44987", + "issue:43986|issue:44484", "issue:43874|issue:44263", "issue:43408|issue:44368", "issue:43976|issue:45071", "issue:43986|issue:45372", "issue:43531|issue:45341", - "issue:38617|issue:42757", "issue:44261|issue:44485", + "issue:38617|issue:42757", "issue:43064|issue:44315", - "issue:44062|issue:44117", "issue:44410|issue:45375", - "issue:38617|issue:44351", + "issue:44062|issue:44117", "issue:43097|issue:45588", + "issue:38617|issue:44351", "issue:44038|issue:44410", "issue:44704|issue:45103", "issue:43502|issue:43992", "issue:43986|issue:44117", "issue:43097|issue:43873", - "issue:43824|issue:43986", + "issue:43986|issue:44016", "issue:43066|issue:43906", "issue:43097|issue:43901" ], - "prepared_review_unit_hash": "d1e3d1b36efb4acdc062cacd6d6adeec10755af6fbf94bb94ba4e6edcf70d78b", + "prepared_review_unit_hash": "3bd0fccb8d352e7b631adcc353f04724f1f4dae1248819173096d618e0d5685d", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37683, - "estimated_input_tokens": 9421, - "estimated_eval_tokens": 19098 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39132, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions: import errors, model-specific loading failures, config/warning regressions, and a few training/runtime bugs. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43097 is the broadest v5 compatibility regression in the set and the closest thing to a cluster hub; it has cross-references and reflects a general API break rather than a model-specific symptom.", + "summary": "These items are mostly unrelated Transformers bugs and regressions, not a duplicate set. The soft pairs are only superficially similar by subsystem/theme, so they should all be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue 43097 is the clearest broad Transformers v5 breakage report with downstream references and wider user impact; the rest are narrower, model-specific, or unrelated import/API edge cases.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the best representative issue here because it captures generic Transformers v5 breakage with broader impact, while the others are narrower model- or dependency-specific reports.", + "best_issue_reason": "issue 43097 is the best representative of the cluster because it describes a concrete, user-facing regression with broader applicability than the more specialized model bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different bugs: missing image-patch method in GLM46V vs RMS norm epsilon precision mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: shard-size question in save_pretrained vs a Qwen3.5-MoE load error." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes; no shared code path." + }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-related, but one is a torch.split indexing bug and the other is a RoPE implementation issue; different code paths." + "reason": "GLM index/split behavior vs GLM-5 RoPE implementation; not the same defect." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both are v5 regressions, but one is a missing config flag warning and the other is an unexpected position_id key; not the same bug." - }, - { - "left": "issue:42222", - "right": "issue:45459", - "accept": false, - "reason": "Completely different symbols and dependencies: vitpose model breakage vs tokenizer protobuf error handling." + "reason": "Config-API removal issue vs unexpected position-id key warnings; too different." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Top-level import/type issues, but AutoImageProcessor import failure and PretrainedConfig type checking are unrelated." + "reason": "Import error for AutoImageProcessor is unrelated to PretrainedConfig type checking." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Both mention warnings, but a bfloat16 precision warning and a sam3_video/sam3_tracker type mismatch are distinct." + "reason": "Separate warnings in different contexts: bfloat16 precision vs model-type mismatch." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage is unrelated to tokenizer protobuf error masking." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention is common, but one is a load-time failure and the other is a training-quality regression; not mergeable as one fix." + "reason": "Both involve flash attention, but they are different models and concrete failures." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "No concrete overlap beyond being runtime regressions." + "reason": "Different regressions: type checking vs undefined tf backend when TF is absent." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Same broad Qwen/VL family, but weight-shape mismatch and missing projection layers are different model bugs." + "reason": "Different Qwen model loading problem vs missing projections; not the same bug." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Different scope: SwitchTransformers sparse-layer construction vs config type checking." + "reason": "Both are model load issues, but the model families and root causes differ." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Both concern Qwen3-VL, but a load mismatch and a Qwen3-VL-Moe issue are different concrete failures." + "reason": "Sparse-layer construction bug is unrelated to config type checking." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unrelated internals: sys.modules access vs a testing utility bug." + "reason": "Different files and problems: sys.modules access vs a testing_utils issue." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Both affect v5 loading, but gguf_file handling and a removed config option are distinct paths." + "reason": "tie_embeddings removal and gguf_file tokenizer/model loading are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model processor crash and testing_utils bug have no shared code path." + "reason": "Processor-loading dependency crash vs testing utility bug." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different features: torchvision-dependent processor loading vs shard-size documentation/behavior." + "reason": "Generic tokenizer mapping None issue vs a specific model-loading failure; not enough to merge." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Tokenizer mapping None and physical-intelligence/fast loading failure are not the same underlying bug." + "reason": "Video processor dependency crash is unrelated to save_pretrained shard sizing." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both GLM-related, but one is an image patch counter method missing and the other is torch.split return handling." + "reason": "Same broad GLM area, but different components and bugs." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Different model families and warnings." + "reason": "Different warning sources and models; no shared defect." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python-version compatibility vs config type checking; unrelated." + "reason": "Python version compatibility problem vs config type-check regression." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Processor-loading crash due to missing torchvision vs mistral_common import error; different dependencies and failures." + "reason": "Both are loading-time import/dependency issues, but they affect different processors and code paths." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Sliding-window MoE behavior vs testing_utils bug; unrelated." + "reason": "Qwen3-MoE sliding-window bug is unrelated to a testing utility issue." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Both are ImportErrors from internal symbols, but they refer to different missing names/modules and likely different release breakages." + "reason": "Precision-epsilon issue vs RoPE implementation issue; different code paths." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both touch GLM-5-ish internals, but RMS epsilon config and RoPE implementation are separate numeric issues." + "reason": "Two separate ImportError cases from different modules and releases." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training/FSDP optimizer-state bug vs Liger-kernel application bug; different integration paths." + "reason": "Training optimizer-state corruption is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen configs/models and different missing-field behavior." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken argument duplication and tokenizer mapping None are separate tokenizer loader issues." + "reason": "AddedToken keyword collision is unrelated to tokenizer mapping None handling." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Both are Qwen config/model problems, but missing projections and a dropped vision-index config field are different concrete bugs." + "reason": "Different failures: config removal warning vs flash_attention.py crash on s_aux=None." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but layer_type_validation and HybridCache are unrelated symbols." + "reason": "Both are import errors, but for different symbols and modules." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-VL/MoE related, but the reported failures are different model defects." + "reason": "Related model names, but different bug reports and likely different root causes." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Processor kwargs forwarding and auto_docstring annotation handling are unrelated." + "reason": "AutoProcessor kwargs forwarding bug is unrelated to the auto_docstring future-annotations crash." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only networking bug vs missing embed_tokens weight loading are different issues." + "reason": "Offline API-request leakage is unrelated to missing embed_tokens.weight on load." }, { "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Processor/vision dependency crash vs tokenizer mapping bug; unrelated." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Offloading/quantization behavior and tie_embeddings removal are different regressions." - }, - { - "left": "issue:43824", - "right": "issue:43986", + "right": "issue:44016", "accept": false, - "reason": "Qwen2.5-VL import error and video processor torchvision failure are different model/dependency paths." + "reason": "Processor loading crash and notebook syntax error are entirely different." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "A tokenizer decoder-type regression and an isolated reproduction of another issue are not enough to treat as the same bug." + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "Config warning removal and docs behavior mismatch are unrelated." + "reason": "Config removal warning and pipeline docs mismatch are different issues." } ] }, @@ -13292,21 +13589,22 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42490", "issue:42757", "issue:42886", + "issue:42898", "issue:42907", "issue:42994", "issue:43012", "issue:43064", + "issue:43066", "issue:43208", "issue:43299", "issue:43352", @@ -13349,22 +13647,22 @@ "issue:43825|issue:44655", "issue:43992|issue:44484", "issue:43208|issue:43550", - "issue:43012|issue:44368", "issue:43352|issue:44380", "issue:42886|issue:43381", "issue:43012|issue:43550", + "issue:43012|issue:44368", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:44380|issue:45479", "issue:43352|issue:43976", "issue:43064|issue:44380", - "issue:43208|issue:43526", "issue:36683|issue:43582", + "issue:43208|issue:43526", "issue:44483|issue:44514", "issue:44222|issue:45478", "issue:42490|issue:43012", - "issue:43012|issue:44683", "issue:43618|issue:43761", + "issue:43012|issue:44683", "issue:42757|issue:43824", "issue:43618|issue:44380", "issue:38617|issue:43502", @@ -13380,222 +13678,228 @@ "issue:43352|issue:43937", "issue:44077|issue:44380", "issue:43867|issue:45216", - "issue:36010|issue:42757" + "issue:42898|issue:43066" ], - "prepared_review_unit_hash": "9bca52a97ecbc9d979435660b9215d91f7ec0dbef26b27477f4676155c550424", + "prepared_review_unit_hash": "988832bd9207ebaf7ba47556637772ea96ac33baf32ad4ef90cf0ca5e7486190", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37361, - "estimated_input_tokens": 9341, - "estimated_eval_tokens": 18938 + "serialized_chars": 37880, + "estimated_input_tokens": 9470, + "estimated_eval_tokens": 19196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span unrelated import errors, model-specific regressions, save/load issues, and API behavior bugs. None of the soft edges look like the same underlying change or bug.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous and the titles point to different code paths, models, and failure modes.", + "summary": "This is a loose cluster of Transformers issues with repeated v5/regression themes, but the candidate pairs mostly describe different code paths, models, or features. I rejected all soft edges; the only strong commonality is broad topic similarity, not true duplication. Issue 44483 is the best cluster representative because it\u2019s the broadest user-facing v5 API regression in the set and has the most obvious nearby chat-related follow-ups.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44483 is the broadest and most central representative here: a v5 chat/completions regression with broader user impact than the other, more model-specific or niche issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is the most broadly framed, user-facing regression in the set, but it still does not represent the rest of the cluster well.", + "best_issue_reason": "issue:44483 best captures the cluster\u2019s overall theme of v5-facing API breakage/regression and is the most likely anchor issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different problems: v5 pipeline task messaging vs Pipeline.save_pretrained serialization." + "reason": "One is a chat/completions error-message regression; the other is about saving Pipeline objects. Different functionality and code paths." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Unrelated failures: missing embed_tokens weight vs max_shard_size behavior." + "reason": "One is a missing weight on load for UMT5Encoder; the other is a save_pretrained shard-size question. Not the same bug." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different models and bugs: xLSTM training blockers vs Bamba torch.compile/SDPA failure." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "Both mention warnings, but one is bfloat16 compilation and the other is a tie_word_embeddings config warning during Qwen fine-tuning." + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated model-specific issues." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different code paths: Nemotron FlashAttention support check vs GPT2 attention-scaling being ignored." + "reason": "Both mention attention backends, but one is model support for Flash Attention 2.0 and the other is GPT2 scaling being ignored. Not the same concrete defect." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading bug vs gradient checkpointing in eval mode are unrelated." + "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are unrelated." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bfloat16 precision warning is unrelated to Bamba SDPA compilation failure." + "reason": "Precision-warning behavior during compile is unrelated to Bamba SDPA compilation failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning and a tie_word_embeddings warning are different behaviors with different triggers." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models is unrelated to a Qwen3.5 infinite-generation-loop bug." + "reason": "Dequantized save failure and a Qwen3.5 image-generation infinite loop are unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model save logic and the other is Pipeline.save_pretrained." + "reason": "Saving dequantized models and saving Pipeline objects are different save paths and different bugs." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend scaling bug is unrelated to the zero-loss classification issue." + "reason": "Attention scaling under SDPA/FlashAttention and degenerate zero loss in sequence classification are unrelated." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron FlashAttention support and Python version compatibility are different issues." + "reason": "Flash Attention support for one model and Python version compatibility are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling." + "reason": "Distributed training optimizer-state corruption and GPT2 attention scaling are separate problems." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are different bugs." + "reason": "Missing config attribute on Gemma3 and an Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon allocator TypeError." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are different subsystems." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "OpenAI chat/completions request handling is unrelated to apply_chat_template batching crash." + "reason": "Both touch chat-related APIs, but one is /v1/chat/completions request rejection and the other is apply_chat_template crashing on batched input. Different bugs." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention Moe/fp8 and Qwen3.5, but one is FP8 save_pretrained and the other is from_pretrained loading." + "reason": "Both involve Qwen3.5/MoE and save/load, but one is FP8 save_pretrained and the other is a from_pretrained error. Too different to merge as one bug." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local path slash import warning is unrelated to bfloat16 compile warning." + "reason": "Local-path slash warning and bfloat16 compile warning are unrelated." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "bfloat16 warning does not match compiled flex_attention failure on torch>=2.9." + "reason": "Both are CLIP regressions, but one is attentions not assigned and the other is hidden_states missing. Similar area, not the same defect." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; not the same bug." + "reason": "A float32 precision warning and compiled flex_attention failing on torch>=2.9 are different compile-time issues." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different import errors from different packages/modules: huggingface_hub symbol vs a missing Transformers class export." + "reason": "Missing import from huggingface_hub and missing Qwen2_5_VL model import are unrelated import errors." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output field assignment regression is unrelated to GPT2 attention scaling." + "reason": "CLIP output-field regression and GPT2 attention scaling under backend switches are unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing configuration_utils import and unexpected online requests are different failure modes." + "reason": "A missing configuration_utils symbol and API requests despite local_files_only=True are unrelated." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both involve Qwen3-VL-Moe, but one is a v5 loading break and the other is fp8 inference support." + "reason": "General Qwen3-VL-Moe breakage and fp8 inference support for Qwen3-VL/Qwen3.5 MoE are not the same issue." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat completion API rejection is unrelated to assistant tool-call chat-template crashes." + "reason": "Chat/completions request rejection and assistant-tool-call chat_template crashing are different failure modes." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different RoPE-related models and fixes; these are not the same concrete bug." + "reason": "Smollm3 RoPE-layer count mismatch and GLM-5 RoPE implementation questions 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 not the same issue." + "reason": "Qwen3VL MoE loading breakage and state_dict-sorted load errors are different loading issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are unrelated attribute errors." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure is different from saving Pipeline objects." + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support error is unrelated to GenerationConfig validation failure." + "reason": "FlashAttention support gap and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to GPT2 attention-scaling behavior." + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "load_model state_dict sorting error and incorrect saved checkpoint output are different directions of the serialization path." + "reason": "State_dict sorting load error and Qwen3.5 checkpoint corruption on save_pretrained are similar only at a high level; the concrete bug differs." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Two different import errors from different symbols/modules; no shared underlying bug." + "reason": "Tokenizer clean-up behavior and wrong decoder type in v5 are separate tokenizer regressions." } ] }, @@ -13614,22 +13918,22 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:28282", "issue:33453", + "issue:36010", "issue:36296", "issue:36683", "issue:41669", "issue:42490", + "issue:42757", "issue:42890", - "issue:42898", "issue:43010", "issue:43064", - "issue:43066", "issue:43352", "issue:43525", "issue:43575", @@ -13669,14 +13973,14 @@ "issue:45850" ], "soft_pairs": [ - "issue:42898|issue:43066", + "issue:36010|issue:42757", "issue:36683|issue:44077", "issue:43611|issue:44655", "issue:43976|issue:44938", - "issue:36683|issue:43525", "issue:43352|issue:45593", - "issue:43618|issue:45216", + "issue:36683|issue:43525", "issue:44263|issue:45440", + "issue:43618|issue:45216", "issue:36683|issue:44242", "issue:44188|issue:44380", "issue:43064|issue:44492", @@ -13684,8 +13988,8 @@ "issue:43992|issue:45310", "issue:43010|issue:45278", "issue:43867|issue:45375", - "issue:41669|issue:44246", "issue:44355|issue:44855", + "issue:41669|issue:44246", "issue:36683|issue:43064", "issue:42890|issue:45561", "issue:44938|issue:45071", @@ -13703,242 +14007,239 @@ "issue:43618|issue:44857", "issue:43618|issue:44977" ], - "prepared_review_unit_hash": "3aea0afb79d4415ca791cd63fdd2b996a98669e303975976408185eba7cc3431", + "prepared_review_unit_hash": "1245d4540a8e755f6b4a7bf5c4a9c5d8572fd9ea23a4a0570e0650894e682cd7", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37070, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "serialized_chars": 37112, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports: import/load failures, model-specific config/key mismatches, tokenizer behavior changes, and a few performance/parallelism issues. The only plausible duplicate edge is the import-time slowdown pair.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45278 is the broadest representative of the shared v5 breakage/import-regression theme across the cluster.", + "summary": "This cluster is mostly a loose grab-bag of Transformers import/load regressions, model-specific config issues, training bugs, and test flakiness. The soft pairs share wording around imports, loading, or attention, but they usually point to different code paths or different models, so none look mergeable as true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s main theme: version-upgrade import/load regressions. It is still not a perfect duplicate of the others, but it is the best umbrella issue among this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative issue because it captures the broad version-upgrade regression pattern rather than a single model-specific symptom.", + "best_issue_reason": "issue:45278 is the best global issue representative because it summarizes the general class of breakages seen here (many import errors after a Transformers upgrade) better than the more narrow model- or test-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both are tokenizer-related v5 changes, but one is about clean-up spacing behavior and the other about decoder type; different bugs." + "reason": "Both are import errors, but one is about GenerationMixin and the other about is_offline_mode; different symbols and likely different dependency breakages." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing Gemma3 config attrs and patchtsmixer post_init gating are unrelated model-specific issues." + "reason": "Gemma3Config missing vocab_size is a model config bug; patchtsmixer post_init is a model-architecture eligibility change. Different issues." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading breakage and Pipeline save_pretrained failure affect different code paths." + "reason": "base_model_prefix loading regression and saving Pipeline objects are unrelated save/load paths." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both concern Python-version compatibility, but they report different failures and likely different causes." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Gemma3 missing vocab_size and Llama4 missing pad_token_id are separate config omissions." + "reason": "Both mention Python-version breakage, but one is a 5.1.0 compatibility problem and the other is a Python 3.14 import/load failure; no shared concrete bug." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support error for Nemotron is unrelated to D-FINE auxiliary-loss handling." + "reason": "Flash Attention support for NemotronHForCausalLM and missing auxiliary losses for D-FINE are entirely different model behaviors." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + "reason": "Missing vocab_size on Gemma3Config vs missing pad_token_id on Llama4Config are different model-specific config omissions." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and DeepseekV3MoE divergence are different model implementation issues." + "reason": "torch.split return handling in a DSA indexer and DeepseekV3MoE divergence are different implementation bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint corruption are unrelated." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing Gemma3Config vocab_size and missing load-balancing loss with output_router_logits=False are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to load balancing loss being skipped when output_router_logits=False." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both mention attention behavior, but one is a compile-time branching issue and the other is backend scaling config handling." + "reason": "Both involve attention/backends, but one is a torch.compile branching divergence and the other is GPT2 scaling ignored under SDPA/FlashAttention; different fixes." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + "reason": "Optimizer/FSDP state corruption has nothing to do with a typo in cache strategies." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Nemotron Flash Attention support and Qwen3-VL weight-shape mismatch are unrelated model-specific failures." + "reason": "Flash Attention support issue for NemotronH and Qwen3-VL weight-shape mismatch are different failure modes." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both involve from_pretrained errors, but for different models and different missing-state behavior." + "reason": "Both are from_pretrained failures, but they affect different models and different missing inputs/keys." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration is unrelated to broad import-error regressions." + "reason": "Cache update should be decorated with torch.no_grad is a runtime behavior bug; 45278 is a broad import-regression report." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "A sorted-state_dict load error and a missing Qwen3_5MoeVisionConfig field are different issues." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both point to the same import-time slowdown problem; one explicitly identifies wildcard imports in models as the cause." + "reason": "Sorted state_dict load failure and Qwen3_5MoeVisionConfig missing field are different loading/config issues." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Running compiled Python files and TorchScript parse/IndentationError on Python 3.13 are different failure modes." + "reason": "Compiled Python file import errors and DebertaV2Model Python 3.13 JIT parsing/IndentationError are different root causes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup causing slowdown and intermittent slow import are related only at a very high level; no clear same underlying bug." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Config attribute absence and FSDP2/PEFT optimizer-state mismatch are unrelated." + "reason": "Model config attribute missing vs FSDP2/PEFT optimizer state mismatch are unrelated." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Seed-related flaky tests and xdist race on captured_info.txt are different testing issues." + "reason": "Missing set_seed in integration tests and xdist race on captured_info.txt are both test issues, but they are different flakiness causes." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are different problems." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are distinct compatibility regressions." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "These are both save/load regressions, but one is a generic state_dict ordering issue and the other is Qwen3.5 visual-key corruption." + "reason": "state_dict sorting/load error and incorrect visual encoder keys in save_pretrained are different serialization bugs." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "No-grad cache updates and a generic complaint that v5 breaks too many models are not the same bug." + "reason": "torch.no_grad decoration for cache update is a specific API bug; 'breaks too many models' is too vague and not the same concrete issue." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained errors, but they target different Qwen variants and different symptoms." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-specific loading failures." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update semantics and Python-version compatibility are unrelated." + "reason": "Cache update no_grad and Python-version compatibility are unrelated." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 load failure and Qwen2.5-VL video vision_position_ids bug are unrelated." + "reason": "General Python 3.14 load failure and Qwen2.5-VL vision_position_ids mismatch are different bugs." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are different issues." + "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are not the same code path." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Local-path import warning and SGD optimizer args not being used are unrelated." + "reason": "Path-with-trailing-slash import warning and SGD args not used are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are different scaling problems." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM on loading a specific large model; not the same concrete issue." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated implementation issues." + "reason": "DSA indexer missing ReLU and DeepseekV3MoE divergence are unrelated algorithm/model implementation problems." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel missing PyTorch and tokenizer loading regression are different loading failures." + "reason": "AutoModel missing PyTorch dependency and tokenizer loading regression are different import/load failures." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Generic model-loading error and max_shard_size behavior/question are unrelated." + "reason": "Sorted state_dict load error and max_shard_size default question are unrelated save/load concerns." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions regression and LwDetrImageLoss AMP crash are unrelated." + "reason": "CLIPOutput attentions regression and LwDetrImageLoss AMP/CUDA crash are different model/runtime bugs." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIP attentions assignment and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "CLIPOutput attentions missing and Qwen3.5 flash-attention generation failure are unrelated attention issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster does look like a mix of v5 regression reports spanning import/load failures, tokenizer changes, config/key mismatches, and a few performance/parallelism issues. The canonical issue choice is reasonable as a broad representative, and the one accepted soft-edge pair (41669/44246) is a plausible duplicate on import-time slowdown. The rejected pairs are mostly conservative and do not overclaim sameness based on weak title similarity alone." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -13950,10 +14251,10 @@ "review_unit_count": 47, "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-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:30333", "issue:30990", @@ -14011,10 +14312,10 @@ "issue:43502|issue:44062", "issue:43723|issue:44556", "issue:44222|issue:45125", - "issue:44387|issue:44556", "issue:42890|issue:45341", - "issue:42548|issue:44351", + "issue:44387|issue:44556", "issue:43010|issue:43065", + "issue:42548|issue:44351", "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", @@ -14022,9 +14323,9 @@ "issue:43010|issue:43232", "issue:45125|issue:45375", "issue:30333|issue:33453", + "issue:42831|issue:43874", "issue:43299|issue:44556", "issue:43502|issue:44222", - "issue:42831|issue:43874", "issue:44315|issue:44360", "issue:43502|issue:44961", "issue:44355|issue:45071", @@ -14038,28 +14339,28 @@ "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:31795|issue:38617", - "issue:41628|issue:42548", "issue:44961|issue:45468", + "issue:41628|issue:42548", "issue:38617|issue:43576", "issue:43576|issue:44938", "issue:43673|issue:44492", "issue:44908|issue:44961", "issue:44485|issue:44961" ], - "prepared_review_unit_hash": "dd0001691f318a3e65fce21d50a06beffabcb49b697492f2d1ca72f8bad9a163", + "prepared_review_unit_hash": "d8c63ee988970c8a2ceb1b7f7723953cf4147c9d08f2a7739b46ec70df53cf83", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 39022, + "serialized_chars": 39024, "estimated_input_tokens": 9756, "estimated_eval_tokens": 19768 }, @@ -14068,259 +14369,262 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and spans many unrelated Transformers issues: import errors, model-loading regressions, test flakiness, docs, FP8/quantization, and other model-specific bugs. None of the proposed soft pairs look like the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the items are not duplicates of one another and cover several distinct bug classes.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and import/loading issues; only one pair looks like a plausible duplicate. Most soft links are broad similarity at the v5/regression level rather than the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45125 is the most specific root-cause-style report in the cluster: it names the exact Qwen3_5Moe class and the missing `_tp_plan`, which is more actionable than the broader from_pretrained failure report.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical representative because the cluster is heterogeneous rather than one concrete bug family.", + "best_issue_reason": "issue:45478 is the best user-facing summary for the Qwen3.5 MoE loading problem because it captures the actual failure seen by users on transformers>=5.4.0, even though issue:45125 is the better root-cause anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SamHQ integration-test flakiness is unrelated to a Phi-4 multimodal model-loading failure." + "reason": "Different problems: flaky SamHQ integration tests vs a model loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different failures: missing set_seed in SamHQ tests vs a GraniteSpeech CI device-override issue." + "reason": "Both mention CI/test failures, but the concrete bugs are different (seed flakiness vs stale device override behavior)." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SamHQ test nondeterminism is not the same as stale auto_mappings references to removed Sam3LiteText configs." + "reason": "SamHQ test instability and Sam3 auto_mappings CI breakage are unrelated code paths." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "A local_files_only network leak and an AddedToken keyword collision are unrelated code paths." + "reason": "local_files_only network behavior is unrelated to the AddedToken special-argument TypeError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both mention loading, but one is AutoTokenizer loading in v5 and the other is checkpoint reload after a version upgrade; not the same bug." + "reason": "Both are loading-related, but one is tokenizer loading while the other is checkpoint reload after upgrade; not clearly the same bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and a missing tensor-parallel plan are distinct issues." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization OOM and checkpoint reload incompatibility are different regressions." + "reason": "FP8 save_pretrained/moe serialization is a different issue from tensor-parallel plan metadata missing on a Qwen model." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "A SamHQ flaky test is not the same as a generic testing_utils bug." + "reason": "A flaky test case and a testing_utils bug are not the same underlying issue." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Missing PreTrainedModel import and missing HybridCache import are separate symbol-export problems." + "reason": "Memory/OOM under int4 quantization is unrelated to checkpoint reload compatibility." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: PreTrainedModel vs HybridCache." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network requests do not match a GLM-5 RoPE implementation bug." + "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 load errors and a training/filtering slowdown after upgrade are different symptoms." + "reason": "Compiled Python file handling is not the same as the reported post-upgrade filtering slowdown." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "A missing _tp_plan for tensor parallelism is not the same as a Qwen3.5 MoE from_pretrained failure." + "accept": true, + "reason": "Both are Qwen3.5 MoE loading failures on transformers>=5.4; the missing _tp_plan is a plausible root cause for the from_pretrained error." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers getting stuck loading is unrelated to documentation confusion in model.forward." + "reason": "Sentence Transformers loading hang and documentation confusion are unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Decorating cache update methods with no_grad is a different change than fixing generation kwargs after sync_gpus." + "reason": "Cache no_grad decoration and generation kwargs sync behavior are different generation internals." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel planning and a missing config field silently dropped by @strict are different bugs." + "reason": "Qwen3.5 MoE tensor-parallel loading and Qwen3_5MoeVisionConfig field preservation are different config issues." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow failure reporting and a tokenizer-loading regression are unrelated." + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Qwen3VL MoE loading in v5.0.0.dev0 and reload failure after upgrading to v5.2/v5.3 are not the same concrete issue." + "reason": "FP8 accuracy and a missing image-processor helper method are different bugs." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "A local_files_only API leak is unrelated to FP8 save_pretrained for MoE models." + "reason": "Qwen3VL MoE loading in dev0 and checkpoint reload compatibility in v5.2/v5.3 are not the same concrete failure." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "An FP8 accuracy issue and a missing image-processor method are different defects." + "reason": "Network suppression during loading and FP8 save_pretrained for moe are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied via model_init has nothing to do with the DSA indexer ReLU discussion." + "reason": "Liger kernel application and DSA indexer ReLU are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "A real loading/network regression and an unrelated placeholder issue titled 'racoon' are not duplicates." + "reason": "A real API behavior bug and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and v5.4.0 PretrainedConfig type-checking breakage are different problems." + "reason": "Compiled file errors and PretrainedConfig type-checking are different problems." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow job status reporting and tensor-parallel training bugs are unrelated." + "reason": "MLFlow reporting failure and tensor parallel training bug are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file loading errors and inability to save Pipeline objects are different code paths." + "reason": "Compiled file loading issues and pipeline save_pretrained failure are different surfaces." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not the same bug." + "reason": "Documentation still mentioning pipeline() and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is about saving pretrained weights and the other about inference support." + "reason": "FP8 save_pretrained and FP8 inference support for Qwen3-VL/Qwen3.5 are related broadly, but not the same concrete bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are different concrete failures." + "reason": "Generic tokenizer loading regression vs Llama 3.2 vision model loading breakage are different model-specific failures." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "An import error from huggingface_hub is not the same as the transformers env command breaking in v5." + "reason": "Importing is_offline_mode and the transformers env command are unrelated." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Tokenizer loading regression and tensor parallel training bug are not the same issue." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken transformers env command and PretrainedConfig type-checking regression are different issues." + "reason": "Broken env command and PretrainedConfig type-checking are different regressions." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "The env command bug and AutoTokenizer/AutoImageProcessor import failures are not the same underlying defect." + "reason": "Env command breakage and missing Qwen2.5-VL export are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to a missing layer_type_validation import." + "reason": "Documentation confusion and an ImportError for layer_type_validation are different issues." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate symbol export regressions." + "reason": "Placeholder/nonsense issue vs Gemma-4 audio positional encoding bug are unrelated." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "The placeholder 'racoon' issue is unrelated to Gemma-4 audio positional encoding." + "reason": "Different missing top-level imports; same broad area, but not the same concrete bug." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing layer_type_validation import and the v5 env-command failure are different bugs." + "reason": "ImportError for a symbol and an env-command regression are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are distinct issues." + "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill GenerationMixin cache missing and a cache-strategy typo are not the same defect." + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder issue titled 'racoon'." + "reason": "Scheduler kwargs bug and unrelated placeholder issue are not duplicates." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue titled 'racoon'." + "reason": "GLM-5 RoPE implementation discussion and unrelated placeholder issue are not duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair is plausibly the same Qwen3.5 MoE loading regression, while the rest are appropriately rejected as broader similarity rather than the same concrete bug." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14335,7 +14639,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:36296", "issue:41628", @@ -14395,8 +14699,8 @@ "issue:44273|issue:45542", "issue:44273|issue:45003", "issue:44393|issue:45753", - "issue:44038|issue:45125", "issue:43576|issue:44556", + "issue:44038|issue:45125", "issue:44393|issue:45071", "issue:43525|issue:45850", "issue:41669|issue:43673", @@ -14412,8 +14716,8 @@ "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:44297|issue:45230", - "issue:43576|issue:44908", "issue:44295|issue:45230", + "issue:43576|issue:44908", "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", @@ -14423,214 +14727,250 @@ "issue:44077|issue:44861", "issue:43827|issue:44908" ], - "prepared_review_unit_hash": "bd61c7093f1ea48b1d91a0e73966c99ef31e06abec7b8aa5605e39d41453654e", + "prepared_review_unit_hash": "f7275da2660f0b658fca143b4c4b448940b36eae8566a0a2e18af9a85e0f3bc0", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37285, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "serialized_chars": 37284, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of mostly unrelated Transformers issues, with a loose common theme of v5 regressions, import/load failures, and model-specific breakages. The soft edges are overwhelmingly not duplicates; most pairings only share broad subsystem or version-change language, not the same concrete bug.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and best matches the cluster\u2019s loose theme of widespread v5 breakage complaints.", + "summary": "This cluster is mostly a loose grouping of unrelated Transformers issues that happen to share broad v5/regression language, import/load failures, or model-specific API breakages. None of the soft pairs look like the same concrete bug/change, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45850 is the broadest umbrella issue here and best matches the cluster\u2019s generic \u2018many models break in v5\u2019 theme, though it is too unspecific to be a strong duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most concrete high-signal issue among the candidates for a general regression bucket: it describes many import errors after upgrading from 4.57.0 to 5.5.0.", + "best_issue_reason": "issue:45850 is the most representative high-level report in the set because it captures the widest v5 regression complaint across models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Different problems: tensor parallel training bug vs. docs mentioning a deprecated pipeline return_all_scores option." + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mention completely different subsystems and failure modes." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Both involve import-related failures, but one is a missing symbol and the other concerns compiled Python files; no shared concrete code path." + "reason": "One is an AutoImageProcessor import failure; the other is about running compiled Python files. No shared code-path bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Unrelated subsystems: tensor parallel training vs. BeitImageProcessorFast label reduction." + "reason": "Training parallelism vs BeitImageProcessorFast label reduction are unrelated issues." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "45850 is a broad meta-report, but 45362 is a specific Qwen3.5 chat crash; not the same underlying bug." + "reason": "Specific Qwen3.5 chat crash is not the same concrete bug as the generic \u2018many models break\u2019 complaint." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Different model/math issues: MLA layernorm precision config vs. DSA indexer ReLU behavior." + "reason": "MLA q_a_layernorm precision/config issue and a DSA indexer ReLU discussion are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "45230 is too generic to establish a duplicate; no concrete shared symptom or code path." + "reason": "processor.save_pretrained missing files is a specific serialization bug; the other issue is too vague to establish identity." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading issues and tensorboard-without-TF backend errors are different failure modes." + "reason": "Lazy loading behavior and missing TensorFlow backend handling are different problems." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Possible import/load overlap, but one is lazy loading behavior and the other is unsafe sys.modules access; not clearly the same bug." + "reason": "Both touch import/loading behavior, but one is lazy loading and the other is unsafe sys.modules access; not the same bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3/VL-related, but one is bounding-box hallucination/error and the other is an infinite loop on a specific image." + "reason": "Both involve Qwen3-VL, but one is 2D bbox output hallucination and the other is an infinite loop on a specific image." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Qwen3-VL-Moe general bug vs. missing _tp_plan for tensor parallelism; different concrete issues." + "reason": "Broken transformers env command and checkpoint reload incompatibility are separate v5 regressions." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Both are v5 upgrade regressions, but one is a broken env command and the other is checkpoint reload compatibility." + "reason": "Different Qwen3-family issues: one is a model bug report, the other is a missing tensor-parallel plan." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Different scopes: a Qwen3-VL output bug vs. a global PretrainedConfig type-checking regression." + "reason": "A Qwen3-VL output bug and a global PretrainedConfig typing regression are not the same issue." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific missing pad_token_id attribute is not the same as a broad complaint that many models break in v5." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad generic v5-breakage report." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from import * removal is unrelated to GenerationMixin cache behavior during chunked_prefill." + "reason": "Import-star performance regression and GenerationMixin cache missing in chunked prefill are different code paths." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 upgrade incompatibilities, but they target different mechanisms and model families." + "reason": "Checkpoint reload incompatibility and InternVL2 meta-init incompatibility are separate upgrade regressions." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is far too specific to be the same as a broad v5 breakage meta-issue." + "reason": "A typo in cache strategies is too narrow to be the same as the generic \u2018many models break\u2019 report." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as a generic multi-model breakage report." + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the same as the broad version-breakage complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings and cache-strategy typo are unrelated." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Different APIs: AutoProcessor cached_file kwargs forwarding vs. inverse_sqrt scheduler kwargs handling." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and failure modes." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to scheduler kwargs propagation." + "reason": "A flaky test due to missing set_seed is unrelated to scheduler kwargs handling." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Related only in a broad upgrade-regression sense; one is import errors after an upgrade, the other is a generic claim that v5 breaks many models." + "reason": "Both are broad v5 breakage reports, but they are not the same concrete bug or fix." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy loading problems are adjacent but not the same concrete bug." + "reason": "Slow import sometimes and lazy loading malfunction are related only at a high level; no evidence of the same underlying defect." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different model-usage regressions: wrong model type warning vs. Liger Kernel not applied with model_init." + "reason": "SAM3 model-type warning and Liger Kernel application with model_init are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version incompatibility is unrelated to a Qwen3-VL hallucination/output issue." + "reason": "Python-version compatibility and a Qwen3-VL output bug do not match." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support gating is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Flash Attention 2 support gating for NemotronH and Qwen3-VL bbox hallucination are different model-specific problems." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained class mismatch is not demonstrably the same as the vague generic bug report." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as the vague bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Reading position_ids after buffer registration is a distinct state/buffer bug, not the same as a generic report." + "reason": "position_ids buffer access error is a concrete model/runtime bug, unlike the generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and scheduler kwargs ignore are unrelated regressions." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and HybridCache import failure are different import problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import-star slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are not the same code-path problem." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A missing image-processor method in GLM46V is a specific model bug, not a cluster-wide v5 breakage duplicate." + "reason": "GLM46VImageProcessorFast missing a method is a specific multimodal tokenizer bug, not a generic v5 breakage report." }, { - "left": "issue:44360", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output issues and Qwen3.5-Moe from_pretrained errors are distinct model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "DSA indexer ReLU omission is a specific component bug, not the same as a generic v5 regression report." + "reason": "patchtsmixer post_init policy and tied-weight key handling are unrelated implementation issues." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs behavior." + "reason": "Documentation references to pipeline() and scheduler kwargs forwarding are unrelated." } ] }, @@ -14652,7 +14992,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-403", + "cluster_id": "cluster-10000-404", "nodes": [ "issue:30333", "issue:31515", @@ -14699,8 +15039,8 @@ ], "soft_pairs": [ "issue:31795|issue:33453", - "issue:41669|issue:44908", "issue:44315|issue:44829", + "issue:41669|issue:44908", "issue:43576|issue:44273", "issue:44655|issue:44861", "issue:44360|issue:45468", @@ -14723,8 +15063,8 @@ "issue:44261|issue:45468", "issue:42913|issue:43066", "issue:44908|issue:44998", - "issue:44492|issue:44998", "issue:44861|issue:45290", + "issue:44492|issue:44998", "issue:44998|issue:45850", "issue:43618|issue:44998", "issue:44998|issue:45341", @@ -14739,275 +15079,284 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "422b59b615a63b14a52aa562d97f4504d4d298cb87682b4640fa574df84912d8", + "prepared_review_unit_hash": "3e117645c3f8369a79dfeb52021e32360be9a563fb3aa6fd0f3dfc4984dd380f", "component_budget": { - "node_count": 403, - "item_count": 403, - "soft_pair_count": 1509, - "serialized_chars": 778296, - "estimated_input_tokens": 194574, - "estimated_eval_tokens": 389404 + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 }, "budget": { "node_count": 42, "item_count": 42, "soft_pair_count": 40, - "serialized_chars": 35533, - "estimated_input_tokens": 8884, - "estimated_eval_tokens": 18024 + "serialized_chars": 35531, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of unrelated Transformers issues; the only loose common thread is v5 loading/tokenizer regressions. None of the soft pairs are close enough to be duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45850 is the closest umbrella report for the shared \"v5 breaks models\" theme, and it's the broadest central complaint in the set, though still too vague to be a great canonical.", + "summary": "This cluster is mostly heterogeneous issue reports with no single shared bug. The only strong duplicate-looking pair is the tokenizer v5 behavior/regression reports; the rest are too model-specific or unrelated to merge together.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 42913 is the broadest representative of the tokenizer v5 regression theme, and 43066 reads like a narrower manifestation of the same underlying tokenizer behavior change.", "canonical_pr_reason": null, - "best_issue_reason": "Best global representative for the cluster's broad regression theme, but only as an umbrella; the rest are too specific and heterogeneous.", + "best_issue_reason": "42913 is the best single issue to keep because it captures the user-visible v4\u2192v5 tokenizer regression without tying the cluster to one implementation detail.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion vs tokenizer loading regression; different bug types." + "reason": "Documentation confusion about forward inputs is not the same bug as tokenizer loading regression." }, { - "left": "issue:41669", - "right": "issue:44908", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Import-star cleanup/perf issue vs scheduler kwargs bug; unrelated." + "reason": "One is about model_init not applying Liger Kernel; the other is a flash_attention_3 training regression." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:41669", + "right": "issue:44908", "accept": false, - "reason": "Liger/model_init application bug vs flash-attention training degeneration; not the same code path." + "reason": "Import-star cleanup and an inverse_sqrt scheduler kwargs bug are unrelated code paths." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command vs lazy loading behavior; different features." + "reason": "A broken CLI env command and lazy loading failures are different issues." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "save_pretrained pipeline saving issue vs tied-weights key crash; unrelated failures." + "reason": "Pipeline save_pretrained failures and tied-weight key AttributeErrors are separate save-path problems." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion vs Gemma audio positional encoding bug; different models and mechanisms." + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; not a duplicate." + "reason": "Generic bug report is too underspecified to be the same concrete from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure vs inverse_sqrt scheduler kwargs handling; unrelated." + "reason": "Lazy loading and scheduler keyword handling are unrelated behaviors." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different components." + "reason": "Different models and different numerical bugs; no shared code path is evident." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp bug vs scheduler kwargs bug; no overlap." + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-* cleanup issue vs VRAM leak in dataloader threads; unrelated." + "reason": "Import-star performance cleanup is not the same as a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward doc confusion vs Llama 3.2 model-loading regression; different issues." + "reason": "A documentation issue and a model-loading regression are not the same bug." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Model.forward docs vs flash-attention import error; unrelated." + "reason": "Forward doc confusion is unrelated to an import error in flash attention utils." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger/model_init application bug vs remote-code meta-init incompatibility; different loading paths." + "reason": "Both mention model initialization, but one is about Liger Kernel application and the other about remote-code/meta-init incompatibility." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation issue vs audio relative positional encoding bug; not the same model/problem." + "reason": "Different model families and unrelated implementation issues." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak vs RoPE implementation; unrelated." + "reason": "A VRAM leak is not the same as RoPE implementation concerns." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings migration vs VRAM leak; different subsystems." + "reason": "TF32 settings warnings and VRAM leakage are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network request bug vs timestamp calculation bug; unrelated." + "reason": "Local-files-only network requests and timestamp calculation bugs do not share the same cause." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug vs processor.save_pretrained missing files; different processor issues." + "reason": "Processor timestamp math and missing save_pretrained files are different processor bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation vs multi-thread VRAM leak; unrelated." + "reason": "Processor timestamp logic is unrelated to multi-thread VRAM leaks." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value bug vs Gemma audio positional encoding issue; different code paths." + "reason": "torch.split return values in a DSA indexer are unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch vs Gemma audio positional encoding bug; unrelated." + "reason": "CPU offload device mismatch and audio positional encoding are different code paths." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "rms_norm_eps precision issue vs Gemma audio encoding bug; different model behavior." + "reason": "MLA layernorm epsilon precision discussion is unrelated to Gemma-4 audio encoding." }, { "left": "issue:42913", "right": "issue:43066", - "accept": false, - "reason": "Both touch tokenizer/v5 behavior, but one is broad regression and the other is decoder-type mismatch; not clearly the same concrete bug." + "accept": true, + "reason": "Both describe tokenizer behavior regressions in Transformers v5, with 43066 appearing to be a narrower manifestation of the same change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated noise issue; no duplicate signal." + "reason": "Scheduler kwargs and an off-topic spam issue are unrelated." }, { - "left": "issue:44492", - "right": "issue:44998", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "Typo in cache strategies vs unrelated noise issue; unrelated." + "reason": "Tied-weight key handling is unrelated to chat template crashes on tool-call messages." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "Tied-weights key AttributeError vs chat_template tool-call crash; different failure modes." + "reason": "A cache-strategy typo is unrelated to the off-topic issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Unrelated placeholder issue vs broad v5-breakage complaint; not a duplicate." + "reason": "Off-topic unemployment issue is not a Transformers bug and cannot match a broad v5 regression report." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated placeholder issue; no overlap." + "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Unrelated placeholder issue vs testing_utils bug; unrelated." + "reason": "A testing_utils bug and an off-topic issue are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs tied-weights list crash; different attribute errors." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key list handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs tied-weights list crash; unrelated." + "reason": "StableLm pad_token_idx regression does not match tied-weight key crashes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs import error for layer_type_validation; unrelated." + "reason": "Slow checkpoint loading and an import error are unrelated failures." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 inference support request vs processor.save_pretrained missing files; different topics." + "reason": "FP8 inference support request is unrelated to processor.save_pretrained file omissions." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow failure reporting vs slow from_pretrained checkpoint loading; unrelated." + "reason": "MLflow reporting for failed training jobs is unrelated to slow from_pretrained loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance vs tensor parallel training bug; different bugs." + "reason": "Slow checkpoint loading and tensor-parallel training bugs are different issues." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowdown vs forward doc confusion; unrelated." + "reason": "Checkpoint loading performance and forward documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "fp8 inference support vs Qwen3.5 MoE from_pretrained error; not the same issue." + "reason": "FP8 support for qwen3-vl/qwen3.5 moe is not the same as a from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regressions are different bug reports." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support vs fp8 inference support; unrelated feature requests." + "reason": "Continuous batching support for audio models and fp8 inference support are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted tokenizer pair is plausible from the issue titles, and the other soft-edge rejections avoid overstating weak similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15019,8 +15368,8 @@ "review_unit_count": 1, "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-13244-3", "nodes": [ @@ -15032,12 +15381,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "482c132974ebc86002c363525641bbdfcd419c87d0a5b54f721f1dcb3804d248", + "prepared_review_unit_hash": "ea9118bf0174f2df4b766fb94e2ec622267b380f5d6db559926866e0e9d5ec8d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15045,7 +15394,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15054,24 +15403,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues do not look like duplicates of one another: one is about Tapas tokenization behavior, one about a private-model download/login error message, and one about a generic model-loading failure for bert-base-uncased.", - "confidence": 0.95, - "canonical_issue_reason": "There is no strong canonical duplicate here; the reports describe different failure modes. If forced to anchor the cluster, issue 16618 is the broadest model-loading report, but it still does not match the other two.", + "summary": "These issues are not true duplicates: one is about Tapas tokenization mismatch, one about a bad private-model authentication error, and one about a model-loading failure for bert-base-uncased. They share only broad language-model loading/tokenization similarity.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If forced to pick the broadest report, 16618 is the closest because it concerns model loading, but it does not cover the tokenization or private-login problems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the best anchor only in the sense that it is the most general and discussed model-loading complaint. It is still not a true duplicate of the Tapas tokenization or private-model/login issues.", + "best_issue_reason": "16618 is the most general user-facing failure report in the set, but it still appears distinct from the other two and should not be treated as a duplicate target for them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different underlying problem from a bert-base-uncased model-loading failure." + "reason": "Tapas tokenization mismatch is a model/tokenizer behavior issue, while 16618 is a model-loading failure for bert-base-uncased; different underlying bugs." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/login error message is unrelated to the generic 'can't load model' report." + "reason": "15980 is specifically about an incorrect error when downloading a private model without login, whereas 16618 is a separate model-loading problem." } ] }, @@ -15090,8 +15439,8 @@ "review_unit_count": 1, "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-26350-2", "nodes": [ @@ -15101,12 +15450,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "dde3b2433053bdb37098a6c94b94df50ac6c09ecf824fac3610b1bb3c8eaad46", + "prepared_review_unit_hash": "f96d9cece4283d820880f5723173ba3f38743b701a9a4798753b65211aa8620e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15114,7 +15463,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15123,18 +15472,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated community contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They are not the same underlying bug/change, so this cluster should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are two separate feature-request issues, not duplicates: one asks for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share only the same contribution framing, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the requests target different capabilities and different code paths (Flash Attention 2 vs GGUF).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better representative of the pair only in a superficial sense because it has substantially more discussion activity, but it is not a canonical duplicate of issue 33260.", + "best_issue_reason": "Neither issue is a better duplicate representative of the other; they should remain separate tracking threads. If one must be preferred for cluster labeling, issue 26350 is slightly older and more established, but not as a duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature areas and code paths: Flash Attention 2 support versus GGUF support. They share only a broad theme of adding architecture support, not the same underlying change." + "reason": "Different requested features and implementation paths; shared wording about community contributions is not enough to make them the same underlying issue." } ] }, @@ -15153,8 +15502,8 @@ "review_unit_count": 1, "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-27088-5", "nodes": [ @@ -15176,12 +15525,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "450c0ab5018b102e02fe9c93ea3087291043bb36c8a87aa00417fd6462a99c8c", + "prepared_review_unit_hash": "e709f3dc4f9a92f4c58736e328bef7a8d0ae9889d362188b0211ad189fd5ebeb", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, + "serialized_chars": 6443, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15189,7 +15538,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, + "serialized_chars": 6443, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15198,79 +15547,82 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes two concrete locale requests (Turkish, Spanish) with three near-identical generic template issues. The generic template issues are the best representative of the cluster, but none of the pairs are strong enough to merge as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44365 is the cleanest representative of the near-identical generic template-style issues; the Turkish and Spanish issues are distinct locale-specific requests.", + "summary": "This cluster mixes two separate Turkish/Spanish translation requests with three near-identical placeholder/template issues. Only the three template issues look like true duplicates of one another; the language-specific issues are related by topic but are distinct requests.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43834 is the best canonical representative of the duplicate subgroup: it is the oldest of the near-identical template issues and matches the same placeholder title/body as 44365 and 44370.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44365 best captures the cluster\u2019s shared template wording and is closest to the other generic entries.", + "best_issue_reason": "issue:43834 is the strongest global issue choice because it anchors the only clear duplicate set in the cluster; the Turkish and Spanish issues are separate language-specific translation tasks, not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish docs translation and a generic placeholder translation issue are not the same concrete request." + "reason": "Different target languages/request scopes: Turkish translation vs generic placeholder template. Related topic, but not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish locale request versus a generic template issue; different underlying task." + "reason": "Turkish-specific translation request is distinct from the generic template issue; not a duplicate change/request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Concrete Turkish translation request does not match the generic placeholder issue." + "reason": "Same broad i18n theme, but one is a Turkish docs translation request and the other is a placeholder template issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish) make these distinct issues." + "reason": "Turkish and Spanish translation requests are separate language tasks, so they should not be merged as duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is not the same as the generic template issue." + "reason": "Spanish-specific translation request is not the same underlying issue as the generic template entry." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish locale request versus a generic placeholder issue; not the same underlying bug/change." + "reason": "Spanish docs translation and the placeholder template are related but not the same concrete request." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different concrete locale requests; only broad translation theme is shared." + "reason": "Spanish translation request is distinct from the generic template issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "These are near-identical template issues, but the evidence is insufficient to say they are the same concrete issue." + "accept": true, + "reason": "These look like the same placeholder/template issue with near-identical content, so they are duplicate reports of the same request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Highly similar generic wording, but no explicit evidence of one underlying issue rather than repeated template entries." + "accept": true, + "reason": "Near-identical title/body and same template wording indicate the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Nearly identical placeholder text, but not enough proof they refer to the same concrete task." + "accept": true, + "reason": "These are effectively the same template issue, duplicated with only trivial differences." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the conservative duplicate split is supported: 43834/44365/44370 are near-identical (very high Jaccard, identical template title), while 27088 and 28936 are language-specific requests with much lower similarity to each other and to the template trio. The canonical choice of 43834 is also supported by its earliest creation date among the duplicate subgroup." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15282,8 +15634,8 @@ "review_unit_count": 1, "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-36817-15", "nodes": [ @@ -15340,244 +15692,244 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "6a52ed0d3a7b09a51fdcaa56a1c4a79e48b8c0ffd821a2496aa43c1baa34260b", + "prepared_review_unit_hash": "0c659032bc0c87155f525134bd4da1b0eb227093ef733cd02dcf41583989aefa", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20706, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20706, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a collection of broadly similar model-addition requests, but the underlying models, modalities, and code paths are different. I do not see true duplicates or a single canonical issue/PR for merge triage.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is made up of model-request issues for different architectures/models. They have similar wording (\u201cadd/support model\u201d), but they are not duplicates of the same underlying change, so no soft edges should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43837 is the best representative of the cluster: it is a clear model-support request and sits near the center of the soft-similarity graph, but it still represents a distinct target model.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43837 is the strongest global representative for triage because it is well-scoped, active, and central among the request-style issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support vs DEIMv2 addition: different model families and likely different implementation paths." + "reason": "Different target models: EuroBert vs DEIMv2." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert model config request vs Qwen3-TTS speech support; unrelated modalities and code changes." + "reason": "Different target models: EuroBert vs Qwen3-TTS." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR object detection model; different architecture and files to touch." + "reason": "Different target models: EuroBert vs RF-DETR." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct vision models; same broad subsystem, but not the same underlying change." + "reason": "Different target models: RF-DETR vs DEIMv2." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detector vs LFM2.5 Audio model; different modality and implementation scope." + "reason": "Different target models: RF-DETR vs LFM2.5 Audio 1.5B." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR addition vs a sparse transformer request; unrelated model families and code paths." + "reason": "Different target models: RF-DETR vs circuit-sparsity transformer." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR detection model vs Qwen3-ASR speech recognition; different modality and concrete change." + "reason": "Different target models: RF-DETR vs Qwen3-ASR." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR detection model vs Qwen3-TTS support; not the same bug/change." + "reason": "Different target models: RF-DETR vs Qwen3-TTS." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT text model request vs Qwen3-ASR speech request; different model targets." + "reason": "Different target models: NeoBERT vs Qwen3-ASR." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition vs sparse transformer support; different architecture and likely different files." + "reason": "Different target models: NeoBERT vs circuit-sparsity transformer." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; text model request and audio model request are not duplicates." + "reason": "Different target models: NeoBERT vs LFM2.5 Audio 1.5B." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions across different domains." + "reason": "Different target models: RF-DETR vs NeoBERT." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests; only broad theme of adding a model." + "reason": "Different target models: NeoBERT vs ModernVBERT." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model families and tasks." + "reason": "Different target models: MiniCPM3 vs Qwen3-ASR." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture vs weight-sparse transformer request; not the same concrete change." + "reason": "Different target models: MiniCPM3 vs circuit-sparsity transformer." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture request vs ModernVBERT models; distinct model integrations." + "reason": "Different target models: MiniCPM3 vs ModernVBERT." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support; unrelated model/task." + "reason": "Different target models: MiniCPM3 vs Voxtral TTS." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vision model request vs Qwen3-TTS speech support; different modality and code path." + "reason": "Different target models: DEIMv2 vs Qwen3-TTS." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR support; different model family and task." + "reason": "Different target models: ModernVBERT vs Qwen3-ASR." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models vs Qwen3-TTS support; not the same underlying change." + "reason": "Different target models: ModernVBERT vs Qwen3-TTS." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT model addition vs broad BERT-like RoPE discussion; related theme but not a duplicate." + "reason": "Different request types: ModernVBERT model add vs generic BERT-like RoPE discussion." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE architecture discussion vs Voxtral TTS support; unrelated request scope." + "reason": "Different target models: BERT-like RoPE models vs Voxtral TTS." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR are related by family name but target different speech tasks and fixes." + "reason": "Same broad audio area, but distinct models: Qwen3-TTS vs Qwen3-ASR." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are speech-related, but Qwen3-TTS and Voxtral-4B-TTS-2603 are different model integrations." + "reason": "Different target models: Qwen3-TTS vs Voxtral TTS." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support vs DeepSeek-OCR2 addition; different modalities and code paths." + "reason": "Different target models: Qwen3-TTS vs DeepSeek-OCR2." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support vs sparse transformer request; different model class and implementation." + "reason": "Different target models: Qwen3-TTS vs circuit-sparsity transformer." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but still distinct model requests." + "reason": "Different target models: Qwen3-TTS vs LFM2.5 Audio 1.5B." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are separate speech-model requests, not the same change." + "reason": "Different target models: Qwen3-ASR vs LFM2.5 Audio 1.5B." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support vs EUPE model request; different model families and functionality." + "reason": "Different target models: Qwen3-ASR vs EUPE." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR speech support vs sparse transformer request; unrelated code paths." + "reason": "Different target models: Qwen3-ASR vs circuit-sparsity transformer." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Different target models: Qwen3-ASR vs Voxtral TTS." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model request versus vision/text model request." + "reason": "Different modalities and models: LFM2.5 Audio vs SAM3-LiteText." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer model request vs EUPE encoder request; distinct architectures and fixes." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR is speech recognition, while Voxtral-4B-TTS-2603 is text-to-speech; opposite tasks." + "reason": "Different target models: circuit-sparsity transformer vs EUPE." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT text model request vs Voxtral TTS support; unrelated model additions." + "reason": "Different target models: NeoBERT vs Voxtral TTS." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR speech support vs DeepSeek-OCR2; different model domains and code changes." + "reason": "Different target models: Qwen3-ASR vs DeepSeek-OCR2." } ] }, @@ -15596,8 +15948,8 @@ "review_unit_count": 1, "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-37934-6", "nodes": [ @@ -15618,82 +15970,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "abd24aa4ec8712eb8c481d9e4576fa44d8d857b0de0b0dfd84a082c73bbba98c", + "prepared_review_unit_hash": "3dc08a3bae3da19633e7ba4f107911917dadc7d46829ba0b207dfa5ec83b894c", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6288, - "estimated_input_tokens": 1572, - "estimated_eval_tokens": 3400 + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6288, - "estimated_input_tokens": 1572, - "estimated_eval_tokens": 3400 + "serialized_chars": 6290, + "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 a loose similarity cluster, not a duplicate set: they cover unrelated bugs across model configs, loss plumbing, quantization typos, and tokenizer warnings. No pair looks like the same underlying fix.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These six closed issues are unrelated; the apparent similarity is just generic bug-report language, not the same underlying defect. No soft edge should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists. If one must be named, issue 43668 is the cleanest self-contained report, but it is not representative of the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43668 is the most concise and specific report, but the set is heterogeneous, so it is only a weak global representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization, but one asks about Llama4TextL2Norm semantics while the other is a ModernBERTConfig type-hint issue; different models and different defect types." + "reason": "Different models and failure modes: Llama4TextL2Norm norm semantics vs ModernBERT config type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unrelated bugs: Mask2Former ignore_value is unused, versus kwargs not being forwarded to a loss function." + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems and symptoms: Mask2Former loss parameter handling versus tokenizer regex warning behavior." + "reason": "Different areas: segmentation ignore_value usage vs tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to a typo in a quantization attribute name." + "reason": "Mask2Former loss/input handling is unrelated to a typo in a quantization-operation attribute." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "One is a model-loss parameter bug, the other is a config type-hint mistake in a different model." + "reason": "Different subsystem and bug type: segmentation config/logic vs ModernBERT config typing." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-kwargs forwarding bug and ModernBERTConfig type annotation bug are distinct code paths and fixes." + "reason": "Loss-function kwargs forwarding is unrelated to an incorrect type hint in a config class." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type hint issue is not the same underlying problem as tokenizer regex warnings after a version change." + "reason": "Type-hint metadata issue vs tokenizer regex warning regression; no shared code-path." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig norm_eps typing and the quantization_operation typo are unrelated changes." + "reason": "Incorrect type hint and a typo in an attribute name are different concrete issues." } ] }, @@ -15712,8 +16064,8 @@ "review_unit_count": 1, "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-41084-2", "nodes": [ @@ -15723,7 +16075,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "651d192913ec6eec67697e1ade1dd96774269597b3950612700611f589bf9bba", + "prepared_review_unit_hash": "192c76bb6553943719ab9d0fc8f51d351e50feda27feb5b6e9aabb53a5e9c617", "component_budget": { "node_count": 2, "item_count": 2, @@ -15745,18 +16097,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for block decoding support, the other for DeepSeek v3.2 support. They should not be deduplicated.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue; the requests target different features/problem domains.", + "summary": "These two issues are not duplicates: one requests block decoding support, while the other requests DeepSeek v3.2 model support. They describe different features with no shared targets or code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither is a duplicate of the other. If one must represent the cluster, 'DeepSeek v3.2 support' is the clearer standalone feature request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding implementation vs DeepSeek v3.2 model support. They share no concrete bug/change." + "reason": "Different user-facing requests and likely different implementation areas; no evidence they refer to the same underlying bug or change." } ] }, @@ -15775,8 +16127,8 @@ "review_unit_count": 1, "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-43598-2", "nodes": [ @@ -15786,12 +16138,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "6c435e1d99eb3655afb5f87c4e82b59593e2891a8719dca43f33696443f93722", + "prepared_review_unit_hash": "24d1e160b8113bb2067053a7c5758244176c184a7294dda46b5b7b1a213bf04d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15799,7 +16151,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15808,18 +16160,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues touch Trainer customization, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They are related in theme, not the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #43598 is the stronger canonical issue because it states a concrete Trainer behavior (`remove_unused_column`) and a specific customization limitation, making the scope clearer.", + "summary": "These two closed issues are related only at a broad level (\u201ccustom trainers\u201d), but they describe different problems in different code paths: one is about `remove_unused_column` behavior in `Trainer`, the other is about estimating FLOPS for custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the better representative because it states a concrete Trainer customization problem with a clearer code-level target (`remove_unused_column`).", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the best representative issue: it is narrowly actionable and describes an explicit Trainer setting that likely needs design/behavior changes.", + "best_issue_reason": "#43598 is the stronger standalone issue candidate because it is more specific and directly actionable; #43600 is a separate FLOPS-estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "The issues concern different code paths and outcomes: one is about unused-column removal in Trainer data handling, the other about FLOPs accounting for custom trainers. Shared customization context is not enough to treat them as duplicates." + "reason": "Reject: the issues share only the general theme of custom trainers. One concerns unused-column removal in `Trainer`; the other concerns FLOPS estimation. Different underlying bugs, different fixes." } ] }, @@ -15838,8 +16190,8 @@ "review_unit_count": 1, "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-43684-2", "nodes": [ @@ -15849,7 +16201,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "f7e521b2970c2a7842af7f4234efce91d1aa4351c4b6a173b1ded8855040ba6e", + "prepared_review_unit_hash": "925cea35b28b7c26ccd1a1147bb226aeeaf81ff6ba6825c8dcb384bccb803101", "component_budget": { "node_count": 2, "item_count": 2, @@ -15871,18 +16223,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are different feature requests for different Qwen model families and different AutoModel heads, so they should not be clustered as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader request and is specifically about registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration, which is the clearest standalone issue here.", + "summary": "These are two different feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They share a generic \u201cadd support\u201d theme but not the same model family, task head, or code change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader, more central API-registration request and is the better representative of this cluster\u2019s soft similarity, though it is not a duplicate of 44405.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best representative because it names the concrete registration gap and is broader than the more specialized sequence-classification request in 44405.", + "best_issue_reason": "43684 is the best single issue to anchor the cluster because it is the more general model-registration request; 44405 is a separate task-specific support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model variants and different tasks: Qwen3-Omni registration for base/generation auto classes versus Qwen3.5 sequence-classification support. They do not appear to be the same underlying bug or change." + "reason": "Different underlying changes: one is Qwen3-Omni registration for auto classes, the other is sequence-classification support for Qwen3.5. They are related in theme only, not the same bug or fix." } ] }, @@ -15901,8 +16253,8 @@ "review_unit_count": 1, "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-43835-4", "nodes": [ @@ -15919,77 +16271,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e4931f27018694fbc8f63c50aa15a21db45e1d1820b2e87bbe638a99013d98ac", + "prepared_review_unit_hash": "c03a94bc8c2e2adba40ac1b292d4ff12911299f4503576e2d2645bdfe71a3bd6", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four issues are too under-specified to confidently deduplicate. Three share the same vague title, but there is no body/context to confirm they describe the same underlying problem; the lone different title looks unrelated.", - "confidence": 0.32, - "canonical_issue_reason": "issue:43845 is the best placeholder canonical issue because it is the earliest of the repeated 'huggingface' titles, but the cluster lacks enough detail to establish a true duplicate set.", + "summary": "The strongest link in the cluster is issue #43845 and #43846: they have the same title, identical body length, and nearly simultaneous creation times, so they look like the same report. Issue #43859 is title-similar but the available signal is weaker, and #43835 only shows a weak similarity signal without enough concrete overlap to treat as the same issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43845 is the best canonical representative because it is part of the strongest matching pair with #43846 and is the earliest of those near-duplicate-looking reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the strongest issue candidate only by virtue of being the earliest repeated-title report; still, the report content is too thin to be a reliable canonical issue.", + "best_issue_reason": "Issue #43845 is the best global issue choice because it best represents the only strong same-issue match in the set, while the other issues have weaker and less specific similarity signals.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles do not match, and there is no body/detail tying 'Fett' to the 'huggingface' reports." + "reason": "Only a weak similarity signal is present; the titles do not give enough concrete shared detail to conclude the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "No substantive evidence of the same underlying bug; titles are unrelated." + "reason": "Only a weak similarity signal is present; there is not enough concrete overlap in the available metadata to merge them." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No content links this issue to the 'huggingface' reports." + "reason": "Weak similarity only; the available metadata does not indicate the same underlying bug or change." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Identical vague titles are not enough to confirm the same bug without body/context." + "accept": true, + "reason": "Same title, identical body length, and nearly identical creation times make these look like the same issue report." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same broad title, but no description or targets to verify a shared underlying issue." + "reason": "The title matches, but the rest of the available signal is weaker and does not justify treating them as the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same repeated title, but insufficient evidence to treat them as definite duplicates." + "reason": "The title matches, but the available metadata is not strong enough to show the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate call on #43845/#43846 is well supported by the packet, but the summary overreaches by calling the cluster \u201cduplicate spam,\u201d which is not evidenced here. With only titles/body lengths/creation times available, keep the language to weak vs. strong similarity rather than asserting spam or definite unrelatedness." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16001,8 +16356,8 @@ "review_unit_count": 1, "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-44371-5", "nodes": [ @@ -16023,88 +16378,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e7553489ffd9fd8dd1946c6ae387cdb2f37296faf2f0adff2aa79a41ca7d5d28", + "prepared_review_unit_hash": "e8ba0672a865f238d68a82b59283b6c6c8532079de745dd34e3c50858538211e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-signal, likely unrelated spam/placeholder issues. Two pairs share the exact same placeholder title, but there is no evidence of a shared underlying bug or concrete change, so no soft merges are justified.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44371 is the earliest and simplest representative of the spam-like cluster, but only as a bookkeeping anchor rather than because it clearly matches a real underlying problem.", + "summary": "These are mostly spam/placeholder issues with little or no body evidence, and the visible titles do not support a shared underlying bug or request. The only superficial match is the repeated \"\" title, which is not enough to merge them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "44371 is the earliest generic \"\" placeholder and is the least specific anchor if one must pick a representative, but the cluster is not a reliable duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best single issue to keep as the cluster representative because it is earliest and generic, but the cluster itself does not appear to describe a real deduplicable issue.", + "best_issue_reason": "44371 is the closest thing to a representative issue only because it is a generic placeholder like 44572/44573, but it should not be treated as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder title, but the content is too empty to establish the same underlying issue or bug." + "reason": "Same placeholder title, but no body/detail evidence to show the same underlying issue; looks like unrelated spam entries." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same placeholder title, but no concrete evidence links them to the same problem." + "reason": "Same placeholder title, but there is no substantive evidence of the same bug/request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "These titles are not meaningfully the same issue; one is spam-like and the other is a generic documentation suggestion." + "reason": "Different topics: generic spam vs a documentation enhancement suggestion." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "No shared bug/change is visible; the titles are unrelated." + "reason": "Different titles and no shared technical context; not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; no same underlying issue is evident." + "reason": "Documentation enhancement suggestion does not match a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; not the same concrete problem." + "reason": "Documentation enhancement suggestion does not match a spam placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical placeholder titles alone are not enough to confirm the same underlying bug or change." + "reason": "Both are \"\" placeholders, but that is too generic to conclude they are the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No concrete overlap beyond low-signal similarity; the titles do not indicate the same issue." + "reason": "Placeholder spam title vs a specific quoted-name issue; no evidence they refer to the same thing." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete overlap beyond low-signal similarity; the titles do not indicate the same issue." + "reason": "Placeholder spam title vs a specific quoted-name issue; not enough overlap to merge." } ] }, @@ -16123,8 +16478,8 @@ "review_unit_count": 1, "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-45145-2", "nodes": [ @@ -16134,50 +16489,50 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "18ff4fd5a3b447a07bf1f906b8f1152897c2896f2b36757fb50f2a162fa6d0cd", + "prepared_review_unit_hash": "f1c4ca03d9fbdc274677ea4153de67c1f99337699be5f9f80a69e86709d461c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and fairly similar lengths, but the packet only provides soft-similarity evidence. With no explicit links, shared targets, or body-level confirmation, this should be treated as a tentative match rather than a confirmed duplicate. The soft edge is rejected.", - "confidence": 0.71, - "canonical_issue_reason": null, + "summary": "These are near-certain duplicate issues: same title, very similar body size, and no distinguishing links or filenames. Issue #45145 is the better canonical due to having an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it has the same title as #45151 and has an inbound reference, suggesting it is the more-connected tracker.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best provisional issue candidate because it is earlier and already has an inbound reference, but the evidence is not strong enough to confirm a duplicate/canonical merge.", + "best_issue_reason": "#45145 is the best issue representative for this cluster: identical topic, no conflicting metadata, and slightly better network centrality than #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Identical titles and soft similarity alone are not enough to confirm the same underlying issue. The packet does not show near-identical bodies, explicit links, or shared targets, and deterministic_accept is false." + "accept": true, + "reason": "Same title and essentially the same issue topic; no evidence of different scopes or separate bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports only a soft-similarity match and identical titles; it does not show the bodies are near-identical or that these are definitely duplicates. The soft-edge verdict is too strong: deterministic_accept is false in the packet, so a conservative verdict would be uncertain or tentative rather than accept." + "accept": true, + "feedback": "The duplicate/canonical call is grounded in the packet: both issues share the exact title, have similar body sizes, and there are no distinguishing links or filenames. Preferring #45145 as canonical due to its inbound reference is conservative." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16243,8 +16598,8 @@ "review_unit_count": 1, "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-45672-2", "nodes": [ @@ -16254,40 +16609,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "d777f1c0f728e4c2f0d9379e5a5d306a24a02001acda5f42275aa70ac42f104c", + "prepared_review_unit_hash": "2cb52f0fb76266e4153de371e196ee71c9d77dee4b3f408af62c7fbef0878dba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "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": "The two issues both involve 4-bit inference behavior in the Gemma/BitsAndBytes stack, but they describe different failures: one is a torch.finfo() TypeError triggered by uint8 weights in audio modules, and the other is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. They are related by broad quantization context, not the same underlying bug.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #45674 is the better canonical issue for the cluster only if one wants the broadest 4-bit BitsAndBytes inference regression bucket, but the reports are not duplicates and should stay separate. #45672 is more specific to Gemma4 audio-module dtype handling; #45674 is a distinct configuration/skip-modules bug.", + "summary": "These two issues are both about 4-bit inference, but they describe different bugs: one is a Gemma4/audio-module uint8 + `torch.finfo()` TypeError, and the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the better anchor: it describes a specific, reproducible `BitsAndBytesConfig` regression with a clear trigger and failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the stronger standalone issue for a generic 4-bit inference regression because it includes a clear configuration trigger and an AssertionError tied to BitsAndBytesConfig behavior. #45672 is narrower and tied to a specific model/module path.", + "best_issue_reason": "45674 is the broader and more actionable report; 45672 appears to be a separate Gemma4/audio-module dtype path failure rather than the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different root causes and different failure modes: torch.finfo(TypeError) on uint8 weights in audio modules versus AssertionError from llm_int8_skip_modules removing the default lm_head exclusion. Shared 4-bit inference context is too broad to treat as the same bug." + "reason": "Same broad 4-bit inference area, but different concrete failures and fixes: Gemma4/audio `torch.finfo()` TypeError vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError." } ] }, @@ -16306,8 +16661,8 @@ "review_unit_count": 1, "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-45762-2", "nodes": [ @@ -16317,40 +16672,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "f6e1eb981b2d5914e3cebc0d8c22d011bb9afd6544ba674821e33e8d38a9649d", + "prepared_review_unit_hash": "16467cccb4d09e6eb4c614fda9516e16b6f186cff83331768d822e5c0c0fa486", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "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 cluster contains two extremely sparse issue reports with unrelated personal-name-and-date titles. They do not look like duplicate bug reports; they look more like low-signal/spam entries.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45762 is the earliest issue and is no less representative than the other, but there is no evidence these two are the same underlying problem.", + "summary": "The two closed issues are just different personal-name/date titles with no body, links, targets, or shared context. They do not look like duplicates of the same underlying bug or task.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45762 is the best cluster representative only because it is earlier; the pair does not appear to be a true duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles are different names/dates with no shared bug description, code path, or explicit linkage; they do not appear to be the same underlying issue." + "reason": "Different named-person entries with different dates and no shared issue content; not the same underlying problem." } ] }, @@ -16369,8 +16724,8 @@ "review_unit_count": 1, "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-45764-2", "nodes": [ @@ -16380,7 +16735,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "b21478d066a696f4f8d33b987830cc99e3cb128ee2e394a1af77d7ad1e3f0fb7", + "prepared_review_unit_hash": "7f0fbd54386ffd966344dd2c9427322e06667ca2f81fb64dc482b0ec43ba8e10", "component_budget": { "node_count": 2, "item_count": 2, @@ -16402,18 +16757,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are low-signal, name/date-only entries and do not describe the same bug, feature, or change. They should not be treated as duplicates.", + "summary": "Two closed issues with only personal-name/date titles and no body content; they do not appear to describe the same bug, task, or change.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 45764 is marginally the best representative only because it is the earlier of two equally content-free issues; there is no substantive technical signal to canonicalize on.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45764 is the least arbitrary choice for cluster reference, but neither issue is a meaningful canonical for a software problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are different personal-name/date placeholders with no shared problem statement or code context, so they do not appear to represent the same underlying issue." + "reason": "The titles are different personal names with different dates, and there is no shared technical context or explicit linkage indicating the same underlying issue." } ] }, @@ -16432,8 +16787,8 @@ "review_unit_count": 1, "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-45869-5", "nodes": [ @@ -16453,12 +16808,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "6d7a66659b142f6dbae83a3964a0288c04d876e311248cbcd76da525026fd505", + "prepared_review_unit_hash": "5b18e6b3af0c7cbe45b8575c7f247d6b33731da8a199f16149459e4c14ae4bbe", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -16466,7 +16821,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -16475,69 +16830,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not one single duplicate set: it splits into two exact-duplicate issue pairs (45870/45871 and 45872/45873). Issue 45869 is only loosely related by topic and does not look like a duplicate of either pair.", - "confidence": 0.93, - "canonical_issue_reason": "45870 is the clearest representative of the 'Example: Financial time series prediction with DataForge' thread because it is an exact duplicate of 45871 and has the strongest direct match in the cluster.", + "summary": "This cluster is mixed: it contains two strong near-duplicate issue pairs (45870/45871 and 45872/45873) plus one separate dataset-related issue (45869). The evidence supports soft duplicate candidates, not certain exact duplicates across the board.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue spans all five items. The cluster splits into two separate, very similar issue families, while 45869 is a distinct finance dataset post.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue to keep as the representative for one duplicate thread; it is an exact duplicate pair with 45871 and is more central than the loosely related dataset request in 45869.", + "best_issue_reason": "45870 is the best single global issue representative only as the earliest item in the 'Example: Financial time series prediction with DataForge' pair, but it does not represent the separate scraping-service family or the unrelated dataset issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial/data topic, but the dataset bundle request and the DataForge example are different underlying issues." + "reason": "Different topics: a dataset bundle post versus a DataForge example issue. Shared finance wording is not enough to make them the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869 vs 45870: related theme, but not the same issue." + "reason": "Different topics: dataset bundle versus DataForge example. Similar finance phrasing only." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same apparent content; this looks like a direct duplicate." + "reason": "Same title and same body length, with close timestamps; this is a very strong duplicate candidate for the same DataForge example issue, though not proven exact." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other is a scraping-service/project request; not the same concrete issue." + "reason": "Related domain, but the concrete topics differ: example prediction versus scraping service. Too broad to treat as the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related broad topic, but different request and likely different underlying change." + "reason": "Related domain, but different underlying report: example prediction versus scraping service. Not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue themes; no sign they describe the same change or bug." + "reason": "Different issue families despite overlapping finance/DataForge wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different issue themes; only broad topical overlap." + "reason": "Different issue families; the example-prediction report is not the same as the scraping-service report." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and same apparent content; this looks like a direct duplicate." + "reason": "Same title and same body length, with close timestamps; this is a very strong duplicate candidate for the same scraping-service issue, though not proven exact." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: 45870/45871 share the same title and metadata, as do 45872/45873, while 45869 is only topically similar. The conservative non-duplicate calls for the cross-pair comparisons are reasonable, and the representative selection of 45870 is supported by the evidence." + "accept": false, + "feedback": "The analysis is too strong for the evidence in the packet. The packet only supports soft similarity, and every pair is marked deterministic_accept=false. Equal titles and body lengths do not by themselves prove exact duplicates, so the claims of \u201cdirect duplicates\u201d / \u201cexact-duplicate pairs\u201d are overstated. A conservative read would say there are two very strong duplicate candidates (45870/45871 and 45872/45873) and one separate finance dataset issue, but not assert exact duplication with certainty." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16590,154 +16945,154 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "4f10eaafed0af97ee116144c77004ca07565b601f56ae0eb0d6a2d6cd9b367dd", + "prepared_review_unit_hash": "9600df9095f87b4c61278366609323ffd40248237c7fa1b15dec338b6c46df35", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35201, - "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": 35201, - "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": "One clear duplicate PR pair exists: two near-identical fixes for `fixed_cross_entropy` targeting issue 43240. The rest are unrelated model-addition, docs, or refactor PRs and should not be clustered together.", - "confidence": 0.97, + "summary": "This cluster is mostly a set of unrelated PRs that only look similar at a broad subsystem level. The only true duplicate-like pair is the two `fixed_cross_entropy` changes, which implement the same kwargs passthrough in the same function for the same tracked issue.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it is the more complete `fixed_cross_entropy` fix, has the explicit issue link to 43240, and cleanly covers the shared code path.", + "canonical_pr_reason": "PR #43251 is the clearest representative of the one real duplicate pair: it directly targets issue 43240 and implements the `fixed_cross_entropy` kwargs passthrough in `loss_utils.py` in a straightforward way.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone PR in the cluster because it directly fixes the underlying loss utility bug and is the clearer superset of the duplicate pair.", + "best_pr_reason": "PR #43251 is the best single PR in this cluster because it is explicitly linked to the issue, has the most concrete scoped fix, and matches the duplicate counterpart closely enough to serve as the canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model addition versus an ExecuTorch dynamic-shape export test. Same broad area only by being PRs in transformers, not the same change." + "reason": "Different problems: VideoPrism model addition versus ExecuTorch dynamic-shape test coverage. Same broad ecosystem, not the same code-path fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different artifacts and goals: Mistral tokenizer method additions versus adding MobileLLM model support. Not the same bug or change." + "reason": "Tokenizer helper methods for Mistral are unrelated to adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix versus ExecuTorch export test; no shared code-path problem." + "reason": "One fixes missing tokenizer methods; the other adds export tests. No shared underlying bug." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes across existing models versus adding a new MobileLLM model. Not mergeable as one concrete fix." + "reason": "Both affect preprocessing/auto classes, but one is processor-pretrained robustness and the other is a new model implementation. Not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss function kwargs fix versus new MobileLLM model support. Completely different code paths." + "reason": "Loss function kwargs support and a new MobileLLM model are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility fix versus Mistral4 test/model work. No shared underlying bug." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model cleanup." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape test versus Mistral4 model/test fixes. Different subsystems and problems." + "reason": "ExecuTorch export testing and Mistral4 fixes do not address the same bug or code path." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test versus adding MobileLLM. Not the same underlying change." + "reason": "Dynamic export-shape testing is unrelated to model addition work." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Model addition versus a Python config-resolution ordering fix. Unrelated." + "reason": "New MobileLLM model work is unrelated to the config-resolution order fix in `modeling_utils.py`." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition versus Falcon output-collection refactor. Different code paths and intent." + "reason": "Model addition versus Falcon output-collection refactor; different targets and no shared concrete bug." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor versus a model-creation skill change. One is code, the other is repo automation docs/workflow." + "reason": "Falcon refactor and the model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor versus Mistral4 fixes. Not the same concrete problem." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are distinct changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work versus a CLIP-family `layrnorm` rename fix. Only superficially similar as model PRs." + "reason": "Mistral4 fixes and the `layrnorm` typo rename patch are different underlying issues." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 fixes versus docs for adding audio/video processors. Different type of change and no shared bug." + "reason": "Mistral4 test fixes are unrelated to docs for audio/video processor guides." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 model/test work versus config-resolution ordering in `modeling_utils.py`. Unrelated." + "reason": "Different code paths: Mistral4 model/test work versus config resolution in base modeling utils." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes versus the model-creation skill PR. No shared code-path problem." + "reason": "Mistral4 fixes are not the same as the model-creation skill scaffolding PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model support versus a repo skill/documentation PR. Not the same change." + "reason": "A model implementation PR and a developer workflow skill PR are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model addition versus docs for audio/video processors. Same general docs/model ecosystem only, not same bug or implementation." + "reason": "MobileLLM model addition and processor docs are only loosely related by documentation/model setup." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` path in `src/transformers/loss/loss_utils.py` by adding `weight` and `label_smoothing` support; they are near-duplicates and could plausibly be merged into one PR." + "reason": "Both PRs change `src/transformers/loss/loss_utils.py` to add the same `cross_entropy` kwargs support (`weight`/`label_smoothing`) for the same issue 43240; they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is well grounded in the packet. The accepted pair, 43251/43254, is legitimately mergeable as the same `fixed_cross_entropy` bugfix in the same file and both target issue 43240. The rejection of the remaining soft-similarity pairs is appropriately conservative, since they concern different models, docs, or refactors without shared code-path evidence. The summary does not overstate the evidence." + "feedback": "The summary is grounded in the packet: PRs 43251 and 43254 both touch `src/transformers/loss/loss_utils.py`, both target issue 43240, and both add `weight`/`label_smoothing` passthrough to `fixed_cross_entropy`, so they look mergeable as one bugfix PR. The other pairwise rejections are conservative and do not overclaim duplication based only on broad similarity." }, "evaluator_used": true, "retried": false, @@ -16764,40 +17119,40 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "5155c47ef8d1a3fa718b5b1c0169c61dfbbcc3e57283e836c9955c58b4e55f10", + "prepared_review_unit_hash": "5904d7f3b906ddf1e86c0e833c0d98b9e0b19de3f218325c6db60466dd017ecf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, - "estimated_input_tokens": 1807, - "estimated_eval_tokens": 3870 + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are VibeVoice-related, but they are not duplicates: #40546 is the original VibeVoice implementation, while #42781 expands into a separate VibeVoice Realtime / acoustic-tokenizer path with additional generation changes. They share package scaffolding, but the concrete code-paths and scope differ.", - "confidence": 0.92, + "summary": "These are related VibeVoice PRs, but they appear to be different changes: one implements the base VibeVoice model, while the other adds a realtime variant plus acoustic-tokenizer and generation updates. They overlap on shared subsystem files, but not the same concrete mergeable change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the more canonical PR for the base VibeVoice implementation: it is the earlier, fuller end-to-end model integration and has substantial review activity. #42781 is a later, narrower realtime extension rather than the same change.", + "canonical_pr_reason": "PR 40546 is the better canonical PR for the core VibeVoice implementation: it is the base feature PR, more review-active, and broader/earlier than the realtime follow-up.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the strongest representative of the cluster because it captures the main VibeVoice integration with broad model, auto, docs, and pipeline wiring. #42781 is useful but more specialized and draft-state realtime work.", + "best_pr_reason": "PR 40546 is the best single PR to represent the cluster because it is the primary implementation of VibeVoice; PR 42781 is a draft realtime extension and should not be merged into the same duplicate bucket.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They overlap on VibeVoice infrastructure, but #42781 is not the same fix/change: it adds VibeVoice Realtime and acoustic-tokenizer support plus extra generation/model files. The shared filenames reflect a common subsystem, not one mergeable duplicate PR." + "reason": "They share VibeVoice infrastructure, but 42781 adds a realtime variant and acoustic-tokenizer changes beyond the base VibeVoice implementation. Related subsystem work is not enough to treat them as the same underlying PR." } ] }, @@ -16827,12 +17182,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "b8e42b8eb659d931e6a4d75b2e76faa047924075f860a07fa2a877f58cdc9ea8", + "prepared_review_unit_hash": "ffbec6b04efa242a83dcf0afb184a9a20b4dd95599ee5620fbcb9609758b6887", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -16840,7 +17195,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -16849,18 +17204,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. The soft similarity is superficial and should not be treated as a duplicate pair.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other, and they address different code paths and user-facing capabilities. There is no single canonical PR for this cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different changes: one adds covariate-based forecasting for TimesFM, the other adds DINOv3 image classification support. They do not fix the same underlying bug or implement the same change." + "reason": "Different subsystems, different models, and different feature goals; these are not the same code-path problem and would not plausibly be merged into one PR." } ] }, @@ -16955,7 +17310,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "3969b6253af43e26bc69050e9f532924e42d1a20672f4f95851d21b5c25f4e53", + "prepared_review_unit_hash": "4803c81ca128a3a194c4f002501109452ae067016238ea23bb18a5a4ac2ffcb3", "component_budget": { "node_count": 3, "item_count": 3, @@ -16977,24 +17332,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-add PRs, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6. They share Transformers integration scaffolding, but each targets a different model family and codepath.", + "summary": "These are three separate model-addition PRs for different architectures (DeepSeek OCR, Isaac, and Kimi2-6). They share lots of Transformers boilerplate and auto-registry touchpoints, but they do not look like the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for deduplication; the PRs implement different models and none subsumes the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If one PR must anchor the cluster, 45630 is the strongest standalone integration by breadth and review activity, but it is still not a duplicate of the others.", + "best_pr_reason": "No single PR is a true duplicate of the others; if a representative is needed, 45630 is the most extensive model-addition implementation, but it is still distinct from the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Both are generic model-add PRs and share integration boilerplate, but they add different models and do not fix the same concrete codepath problem." + "reason": "Different models and code paths: DeepSeek OCR vs Isaac. The overlap is generic model-registration and docs scaffolding, not the same fix or mergeable change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "They overlap on model-registration scaffolding, but Isaac and Kimi2-6 are distinct model additions with different implementations and no shared underlying bug/change." + "reason": "Different model families: Isaac vs Kimi2-6. Shared auto-mapping and docs changes are boilerplate for adding new models, not evidence of a duplicate PR." } ] }, @@ -17024,12 +17379,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "2d348e822a5caaa6302584664ddfc129dc08997aa1a13908ecf08c36ee7b5cfa", + "prepared_review_unit_hash": "5106824907f08f12ba78405ed3e6d213767808274feccdc556ef3d9ea7025a61", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17037,7 +17392,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17046,18 +17401,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs update GitHub Actions dependencies, but they target different action families and different motivations: PR 42975 is a broad workflow-tooling refresh for Node 24 compatibility, while PR 42976 mainly bumps docker/build-push-action and related workflow actions. They are not the same underlying change.", - "confidence": 0.93, + "summary": "Two unrelated workflow-maintenance PRs: one upgrades GitHub Actions core actions for Node 24 compatibility, the other bumps Docker build actions to newer versions. They overlap in workflow files but do not fix the same concrete problem.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative of this cluster because it is the broader, more clearly scoped GitHub Actions compatibility upgrade across many workflows.", + "canonical_pr_reason": "PR 42975 is the better representative because it is broader and more clearly scoped around the core GitHub Actions runtime-compatibility upgrade across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone PR: it has the clearest purpose (Node 24 compatibility) and the widest coherent set of workflow-action updates.", + "best_pr_reason": "PR 42975 is the strongest standalone PR for the cluster since it touches more workflows and has a more explicit, centralized change theme than the narrower Docker-action bump in 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Related only at a high level (workflow dependency upgrades). They change different actions: 42975 updates checkout/cache/upload-artifact and other workflow actions for Node 24 compatibility, while 42976 focuses on docker/build-push-action and a smaller set of version bumps. They are not the same concrete fix and would not plausibly merge into one PR." + "reason": "Do not merge: 42975 updates actions/checkout, actions/cache, and actions/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action to v6. They are different action families and different maintenance tasks, not the same underlying fix." } ] }, @@ -17100,88 +17455,88 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "46744d22298a5b9c531946cd7bdbc1d2fd386bc87ebea3288593173f7fa3c41f", + "prepared_review_unit_hash": "4a780e5b5fd49f103e77ac63f566aac4873fdff442d7595924cedecd65220c84", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23540, - "estimated_input_tokens": 5885, - "estimated_eval_tokens": 12026 + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23540, - "estimated_input_tokens": 5885, - "estimated_eval_tokens": 12026 + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are a heterogeneous mix of unrelated model-addition feature PRs plus one distributed loading infrastructure PR. The shared files are mostly broad registry/docs touchpoints, not evidence of the same underlying change, so none of the soft edges should be merged.", - "confidence": 0.98, + "summary": "These PRs are mostly independent model-addition or infrastructure changes. The overlap is largely in shared docs/auto-registration files, not the same underlying bug or feature, so no soft duplicate pairs should be merged.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for a duplicate cluster: the items cover different models and one distributed core-loading change, so they are not the same change path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative anchor, PR 43451 is the densest member of the model-addition subgroup, but it is still distinct from the others and not a duplicate canonical.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared auto/docs files are generic registration plumbing, not the same bug or change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared registry/docs edits are superficial, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo2). Similar autogenerated/model-registry edits do not indicate one underlying change." + "reason": "Different model additions: ViT NEPA vs Molmo2. Same file areas, but not the same model or code path." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Completely different models (ViT NEPA vs CTSM). Overlap is only in common model-registration/docs paths." + "reason": "Different model additions: ViT NEPA vs CTSM. No concrete overlap beyond auto/docs plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related names, but these are separate model releases with different code, configs, and docs; not a single concrete fix or merged PR candidate." + "reason": "Molmo and Molmo2 are related by name but introduce different model families/files and appear to be separate additions, not one fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model implementations; shared files are broad framework registration points." + "reason": "Molmo vs CTSM are unrelated model additions; shared transformer registration files are not enough to treat as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions with different architectures and files, not the same change." + "reason": "Molmo2 vs CTSM are distinct model additions with different implementations and tests." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2Audio is an audio model PR; PP-OCRv6 text recognition is a vision/OCR model PR. No shared concrete code-path problem." + "reason": "Lfm2 Audio is an audio model addition, while PP-OCRv6 is OCR/text recognition. Completely different functionality." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Core distributed pipeline-parallel loading support is unrelated to adding PP-OCRv6 model code; they do not fix the same code path." + "reason": "Distributed pipeline-parallel loading support is infrastructure work, not the same as adding PP-OCRv6 recognition models." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM and PP-OCRv6/PP-LCNetV4 are different model additions; shared registry/docs changes are too generic to imply duplication." + "reason": "CTSM time-series model support and PP-OCRv6 text recognition are unrelated additions; shared docs/registry edits do not indicate a duplicate." } ] }, @@ -17214,7 +17569,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "dbf83d5bc21709ef4386060d26f6f742c119c2ae430f06ca26a4a2c36dbc2532", + "prepared_review_unit_hash": "32e6c2ca7dff89e4dec9f37fe8afea4d6c4a2f9bd718998591ce17cf7ed30480", "component_budget": { "node_count": 3, "item_count": 3, @@ -17236,30 +17591,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests are not duplicates: they touch different subsystems and fix different problems, despite superficial title similarity.", - "confidence": 0.96, + "summary": "These PRs are not duplicates of one another: #43291 is a Whisper decode/tokenization fix, #43665 is unrelated test-only churn in CLIP/ViT, and #44815 is a separate FP8 dequant/model-loading change. The soft similarity is superficial; they do not target the same concrete bug or code path.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43291 is the most focused, concrete non-draft fix in the set: it changes Whisper tokenizer decode behavior and includes related tests.", + "canonical_pr_reason": "PR #43291 is the clearest standalone bugfix in the set: it changes Whisper decode behavior in the tokenizer and aligns tests around that path. The other PRs are unrelated to Whisper or to this decode issue.", "best_issue_reason": null, - "best_pr_reason": "PR #43291 is the best representative PR here because it is a targeted code-path fix with a clear bug and test coverage, unlike the unrelated test-only PR and the broader draft dequant work.", + "best_pr_reason": "PR #43291 is the best representative artifact because it contains a specific functional change with a coherent code path, whereas #43665 is test-only and #44815 addresses a different FP8/dequantization area.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode logic vs CLIP/ViT test files; same generic 'fix' framing, but no shared bug or code path." + "reason": "Different changes: Whisper tokenizer/decode fix vs. unrelated CLIP/ViT test edits. No shared concrete bug or mergeable code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer decoding vs core loading/fp8 dequantization; entirely different runtime paths and fixes." + "reason": "Different subsystems and problems: Whisper decode logic vs. FP8 dequant/model-loading work. Not the same underlying change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-stub changes in CLIP/ViT are unrelated to the fp8 dequant/load fix; no same underlying change." + "reason": "One is test-only CLIP/ViT churn, the other is a substantial FP8 dequantization fix. They are unrelated." } ] }, @@ -17289,7 +17644,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "c143e74197ab96fa71c565152df9b4f16ea291ea6435ca9c5377f9eeb298944b", + "prepared_review_unit_hash": "c241f6faca7811513e547863059e50d5182775f9cd14f088aabe50864499e69a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17311,18 +17666,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a small setup/version/dependency tweak plus a test file touch, while the other is a broader CI/workflow and testing-utils change. The only overlap is a shared Vit test filename, which is not enough to indicate the same underlying fix.", - "confidence": 0.96, + "summary": "These two PRs are unrelated: one is a repo-bot test PR that tweaks packaging/versioning and Vit test files, while the other rewires CI/comment workflow behavior and related testing/notification code. The only shared file appears incidental, so the soft duplicate edge should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good canonical representative for the other because they target different subsystems and different code paths; there is no clear single change to cluster around.", + "best_pr_reason": "PR 43532 is the better representative only by scope: it has the broader and more central code change set, while PR 43488 is a narrow bot/test exercise. They are not duplicates, though.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only a test file overlaps. The first PR changes setup/versioning and dependency lists, while the second changes CI workflows and testing utilities; they do not appear to fix the same concrete problem." + "reason": "Different underlying changes: 43488 adjusts setup/version/dependency/test fixtures for a bot check, while 43532 changes GitHub workflow automation and related runtime/testing code. Shared test filename is incidental and they would not plausibly merge into one PR." } ] }, @@ -17352,12 +17707,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0a6fa7e9d527bdbcb505fcb470388aacdba7fe6b9b8f5f4d202dfd1b9f6d2241", + "prepared_review_unit_hash": "8ba9dc26acb0258cf962641870a6c165cb68f46c92b5d351ac765c23eb787f27", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17365,7 +17720,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17374,18 +17729,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different pipeline additions: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share some scaffolding/doc generation files, but they target different code paths, model integrations, and tests, so they should not be treated as duplicates.", - "confidence": 0.95, + "summary": "These are two related but distinct pull requests: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share framework/docs plumbing, but they target different pipelines and different underlying model support, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader/more integrated feature, covering multiple segmentation backends and a larger test surface, so it is the stronger representative if one PR must anchor the cluster.", + "canonical_pr_reason": "No canonical PR: the changes implement different features in different code paths (concept segmentation vs visual segmentation), so they should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best standalone representative because it is a concrete, self-contained feature addition with wider implementation scope and clearer end-user impact.", + "best_pr_reason": "Neither PR is a good global duplicate representative because they are separate feature additions rather than the same fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and code paths: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. Shared docs/registration files are just boilerplate, and the underlying model/pipeline implementations and tests are distinct, so they should not be merged as one PR." + "reason": "Different pipelines and different concrete functionality/models; overlap is mostly shared documentation/registration plumbing, not the same underlying change." } ] }, @@ -17415,7 +17770,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d2cc49a2b5019756a879a76d1bb5924874e979540c2e4237098bf3e2f584e13c", + "prepared_review_unit_hash": "b690fff448820272037409f2d469f909b5d5c701145af1381a13a8c6b0ac4100", "component_budget": { "node_count": 2, "item_count": 2, @@ -17437,18 +17792,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer extension PRs, not duplicates: one adds a hook for gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They only overlap in `trainer.py` and the broader trainer subsystem.", - "confidence": 0.96, + "summary": "Two unrelated Trainer extension PRs landed in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They share a subsystem but not the same bug or change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43651 changes loss scaling behavior in `training_step`, while 43663 refactors column-signature inspection for dataset filtering; they address different extension points.", + "canonical_pr_reason": "PR #43651 is the stronger representative of the cluster because it makes a concrete behavioral change in training_step and adds a new hook for loss scaling semantics; it is more self-contained and easier to identify from the diff than the column-filtering refactor.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a true duplicate of the other. If one must be picked as the cluster representative, 43651 is slightly more central because it changes core training-step behavior, but it does not subsume 43663.", + "best_pr_reason": "PR #43651 is the best single representative if one must be chosen: it has a clear, specific runtime behavior change and a direct new customization point. PR #43663 is a separate trainer refactor around forward-signature inspection, not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different concrete changes and code paths: 43651 adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss normalization, while 43663 adds `_get_signature_columns` for column filtering. Shared file/subsystem alone is not enough to merge them." + "reason": "They touch the same file but different code paths and problems: loss scaling for gradient accumulation vs. column filtering based on model signature. These are not the same underlying fix and would not plausibly be merged as one PR." } ] }, @@ -17480,7 +17835,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "8d65ce8c8e4f05c667e3b8f805bcf0a9bb456dd2493b87cd9b709fd5d69a2970", + "prepared_review_unit_hash": "bddb75ea08d6c5207853a4a946ed972b69153ef23f4b5abbbea41653739b145c", "component_budget": { "node_count": 3, "item_count": 3, @@ -17502,30 +17857,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 43842 is the clearest representative of the cluster. PR 43836 is a closely related serve.py annotation fix in the same bugfix family, while PR 43656 is a different annotation problem and should not be merged with the TypeAdapter NameError fix.", - "confidence": 0.84, + "summary": "PR 43842 is the clearest match for the concrete `TypeAdapter` NameError fix in `serve.py`. PR 43836 still looks plausibly related to the same bug and shares the same issue target, but PR 43656 is a broader annotation cleanup with a different issue target, so it should not be treated as the same fix with high confidence.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most directly scoped fix for the concrete TypeAdapter NameError when pydantic is absent. Its change is minimal and targeted, making it the best canonical PR.", + "canonical_pr_reason": "PR 43842 is the most focused and explicit fix for the runtime `TypeAdapter` NameError: it moves the import under `TYPE_CHECKING` and quotes the annotation with minimal surrounding change.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best overall representative because it addresses the specific runtime failure with the narrowest, cleanest diff.", + "best_pr_reason": "PR 43842 is the best representative because it directly targets the runtime failure with the least extra refactoring and the clearest bug-to-fix correspondence.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different underlying bug: 43656 fixes TimedModel/forward-reference annotation issues in serve.py, not the TypeAdapter NameError targeted by 43842. Same file alone is not enough to merge these as one PR." + "reason": "This looks too broad and only weakly tied to the same bug. 43656 is framed as general annotation cleanup and points to a different issue target, so the evidence is not strong enough to treat it as the same underlying fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs target the same serve.py TypeAdapter annotation/runtime NameError and are compatible variants of the same fix family. They plausibly could be unified into one PR." + "reason": "These appear to address the same `TypeAdapter` NameError path in `src/transformers/cli/serve.py` and share the same issue target, so they are plausibly duplicate implementations of the same concrete fix." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is a bit too broad. PR 43842 and PR 43836 are plausibly the same bugfix family, but PR 43656 is tied to a different issue target and its shown diff fixes a different annotation problem (TimedModel/forward references), not the same TypeAdapter NameError. Same file alone is not enough to make that pair look mergeable into one PR for the same bugfix, so the soft-edge acceptance for 43656|43842 is overstated." + "feedback": "The cluster is not grounded tightly enough to treat all three PRs as duplicates of one TypeAdapter NameError fix. PR 43842 is clearly about that runtime issue, and 43836 is plausibly related, but PR 43656 only shows a broader annotation cleanup in the preview and points to a different issue target. The summary and the 43656\u219443842 soft-edge acceptance overstate the evidence; please downgrade that pair to a more conservative/uncertain relationship unless the diff or issue linkage explicitly shows the same bugfix." }, "evaluator_used": true, "retried": true, @@ -17668,8 +18023,8 @@ "pull_request:44068|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -17714,262 +18069,418 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "22d489c0a2f0938e206468b9cbf33d062867b2f299d20b536dba0d6d208d49fc", + "prepared_review_unit_hash": "a85846067ded908a8b740187379a80c18601d258e59b4acb94792763cf2b5a3c", "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": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75097, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75095, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific PRs migrating forward methods to standardized output tracing/capture decorators. Only a few pairs are true duplicates within the same model family; most are just related refactors across different architectures.", - "confidence": 0.91, + "summary": "This cluster is mostly a set of model-specific PRs for the same umbrella output-tracing refactor, but they are not duplicate code changes across model families. The only strong duplicate-like overlap is within the GPT-J/CodeGen subcluster.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the most recent and complete representative of the GPT-J/CodeGen output-tracing refactor line, with the same issue target and the broadest overlapping scope among the near-duplicate GPT-J changes.", + "canonical_pr_reason": "PR 44722 is the best representative of the duplicate-like subcluster: it targets the same GPT-J/CodeGen output-tracing refactor as the other close matches, has the clearest standardized-decorator framing, and appears to be the most complete version of that change.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest single PR to anchor the cluster because it directly implements the shared output-tracing migration in the central GPT-J/CodeGen code path and appears to be a later re-spin of the same change.", + "best_pr_reason": "44722 is the strongest single PR anchor in this cluster because it most directly captures the shared GPT-J/CodeGen refactor while the rest of the items are mostly separate model-specific implementations of the broader umbrella issue.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models (CVT/FNet vs GPT-J); same theme, not the same code path." + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue but not the same concrete code path." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactor vs DeBERTa refactor; related topic but unrelated code paths." + "reason": "Different architectures and refactor scopes; both are output-tracing changes, but not the same code path." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44066 is just a broader variant with CodeGen included." + "reason": "Both refactor GPT-J output tracing on the same block/code path; 44066 also adds the copied CodeGen side, so they could plausibly be one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet family vs EfficientNet; different model code paths." + "reason": "ResNet/RT-DETR-ResNet vs EfficientNet are distinct implementations; same refactor theme, not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet refactor vs GPT-J/CodeGen refactor; not the same underlying change." + "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen; shared umbrella issue only." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing; same pattern, different models." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same pattern, different code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa; only the refactor style matches." + "reason": "MobileNetV2 and DeBERTa are different model implementations; no shared concrete failure/change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; unrelated implementations." + "reason": "GPT-J/CodeGen vs MGP-STR; only the tracing pattern matches, not the code path." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; different model families and code paths." + "reason": "GPT-J/CodeGen and MPT are separate decoder stacks; too broad to be duplicate PRs." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing migration in the same module; these look like duplicate re-spins of the same change." + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model code paths; same refactor family, not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; related goal, different code paths." + "reason": "GPT-J/CodeGen vs GPT-Neo; related output-tracing work but not one concrete duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are separate model implementations; not mergeable as one fix." + "reason": "GPT-2 and GPT-J/CodeGen are distinct model implementations; same umbrella issue only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated model code." + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths; no duplicate-level overlap." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR refactor vs GPT-J/CodeGen refactor; different underlying changes." + "reason": "MGP-STR and GPT-J/CodeGen are different model families; not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; only the standardized tracing theme overlaps." + "reason": "ResNet vs GPT-J; same standardized-output theme, but different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; different concrete code paths." + "reason": "GPT-2 and ResNet are unrelated implementations; no shared duplicate bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; not the same bug/change." + "reason": "ResNet and MPT are separate model stacks; only the refactor style matches." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor pattern, different model family." + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths; similar goal, not duplicate." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; unrelated model implementations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT refactor vs GPT-J/CodeGen refactor; different code paths." + "reason": "MPT and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-2 vs Flaubert/XLM; no shared code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-2 and GPT-J are different model implementations, even though both use the tracing refactor pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are separate decoder implementations; too broad for duplicate triage." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying change." + "reason": "GPT-Neo vs MGP-STR; same umbrella issue only." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; only share the output-tracing theme." + "reason": "GPT-2 and MGP-STR are unrelated model code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; unrelated model code." + "reason": "GPT-J and MGP-STR do not share the same concrete refactor target." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; same family of work, but not the same change." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different code paths." + "reason": "ViLT and Flaubert/XLM are different model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not the same fix." + "reason": "GPT-2 and MPT are distinct code paths; not mergeable as one fix." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen; different model families." + "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5; same tooling direction but different changes." + "reason": "SegFormer and LongT5 are different model stacks; same umbrella issue only." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer vs VisualBert; unrelated code paths." + "reason": "SegFormer and VisualBERT are separate model-specific refactors." }, { - "left": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different concrete implementations." + }, + { + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs Flaubert/XLM; different model implementations." + "reason": "TextNet and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-2 are not the same change, just the same refactor pattern." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate code bases within the umbrella refactor." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model paths; not duplicate PRs." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-2 and LongT5 are different model implementations." }, { "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different concrete code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-2 and SpeechT5 are separate code paths." + }, + { + "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs VisualBert; same standardized-output theme, not the same bug." + "reason": "SqueezeBERT and VisualBERT are different models; not the same fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-2 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are distinct model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 reads like a later duplicate or re-spin of the same change." + "reason": "Both target the same GPT-J/CodeGen output-tracing refactor and overlap on the same files; they look like the same underlying change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44722 is a later overlapping version." + "reason": "Both refactor GPT-J output tracing on the same code path; 44722 is just the broader later variant with CodeGen added." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; different model code paths." + "reason": "GPT-J and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet refactor vs RegNet/ResNet refactor; related pattern but different code." + "reason": "CVT/FNet and ResNet/RT-DETR-ResNet are different model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; not the same underlying change." + "reason": "CVT/FNet and SpeechT5 are not the same concrete refactor." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa vs SpeechT5; different model implementations." + "reason": "DeBERTa and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs VITS; same refactor style, different code paths." + "reason": "DeBERTa and ViT-S are different model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet: most PRs are model-specific output-tracing refactors, and the few accepted pairs are within the same model family/code path. The canonical anchor choice of 44722 is conservative and supported by its overlap with the earlier GPT-J/CodeGen PRs. I don\u2019t see any soft-edge verdict that overstates the evidence." + "feedback": "The summary stays conservative and is grounded in the packet: the cluster is mostly model-specific output-tracing refactors tied to the same umbrella issue, and the only clearly duplicate-like subcluster is the GPT-J/CodeGen set. The accepted PR pairs are plausibly mergeable into one bugfix PR because they overlap on the same GPT-J/CodeGen code path, with 44722 appearing to be the broadest version. I don\u2019t see overstatement beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -18007,20 +18518,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "56763c959183d5c4a06a4c3bfdbdf4df2981f319ab4129f06f3c13f44fd64e88", + "prepared_review_unit_hash": "955a5da1b9f14917deff949b2c83929f3a3e3f5fab498a99dd2bb66d9df0ecb5", "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": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -18029,48 +18540,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to the same general output-capture migration pattern, but they are not duplicates of one another because each targets a different model/code path. No issue is present.", + "summary": "These PRs all apply the same output-capture refactor pattern, but each one targets a different model implementation and code path, so they are not duplicates and should not be merged as one change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44073 is a clean, clearly scoped example of the standardized output-tracing migration: one model, explicit can_return_tuple/capture_outputs wiring, and a descriptive title.", + "canonical_pr_reason": "No single canonical PR fits well because the items are independent, model-specific migrations rather than the same fix. If one must be chosen as the most representative, SpeechT5 (44129) is the most explicit and self-contained refactor, with a concrete issue link and clear standardized output capture changes.", "best_issue_reason": null, - "best_pr_reason": "PR #44073 is the best representative of the cluster because it is self-contained, clearly described, and typical of the broader refactor without being overly broad or mixed with unrelated changes.", + "best_pr_reason": "44129 is the best representative PR: it has an explicit issue target, a focused refactor to standardized output capture, and a concrete model-specific code path rather than just a title-level similarity.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are similar output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and different concrete code paths, so they are not the same change." + "reason": "Both are standardized output-capture refactors, but FocalNet and ImageGPT are different model implementations with different forward paths and hooks; not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are distinct implementations; these are parallel refactors rather than one underlying bug/fix." + "reason": "VisualBert and TextNet are separate model-specific migrations; similarity is only at the refactor pattern level, not a shared concrete code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model-specific output-capture migrations, not a single mergeable fix." + "reason": "MPNet and VisualBert both refactor output tracing, but they touch different architectures and distinct output-recording logic, so they should stay separate." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are the same style of refactor but for different models and code paths, so they should not be merged as duplicates." + "reason": "These are unrelated model implementations; the shared decorator/capture_outputs theme is too broad to treat as the same change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate model implementations; the PRs do not fix the same concrete defect." + "reason": "RegNet and SqueezeBert are different model code paths; this is a common migration pattern, not a duplicate bug fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different model stacks with different forward logic, so these are not duplicates." + "reason": "SqueezeBert and SpeechT5 have different model-specific output handling and different scopes; the overlap is only in refactoring style, not the same mergeable PR." } ] }, @@ -18150,274 +18661,178 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c8d4bdb67b2a3ec903b87b8c2f5b6227f6b987d5b9b9ac8d342cb1912ca9c4ac", + "prepared_review_unit_hash": "d81ae59bf78ed8b70ab66c9b50c6d871368c0ac893e0833afd1293be34b58e9e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40170, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40170, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share the same broad refactoring theme, but they target different model families and code paths, so they do not look like duplicates of one underlying change.", + "summary": "This is a theme cluster of model-specific output-tracing refactors (adding `can_return_tuple`, `capture_outputs`, or simplifying forward signatures) across unrelated architectures. The titles and diffs are stylistically similar, but they are not duplicate fixes to the same concrete code path.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out; if one must represent the cluster, PR 44003 is the broadest concrete refactor, spanning two model files and the shared output-tracing pattern.", + "canonical_pr_reason": "PR 44003 is the best representative: it is one of the more substantial refactors, spans two related Mamba-family files, and includes the output-capture plumbing that characterizes the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best representative because it makes the most substantial multi-file output-tracing change, but it is still model-specific rather than a duplicate of the others.", + "best_pr_reason": "44003 is the strongest standalone exemplar of the cluster\u2019s pattern, but it should be treated as a representative rather than a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model-specific refactors (timm_backbone vs upernet); same tracing theme only." + "reason": "Both are output-tracing refactors, but `timm_backbone` and `upernet` are separate model code paths with different forward logic; similar pattern, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and files; not the same concrete bug/change." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated models; the diffs adjust different forwards and output handling, so this is not one duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model code paths (timm_backbone vs univnet), so not duplicates." + "reason": "`timm_backbone` vs `univnet` are different architectures and the changes are model-local refactors, not the same concrete bug or implementation." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and implementations; only the shared output-tracing refactor pattern matches." + "reason": "Both use the same refactor vocabulary, but `timm_backbone` and Mamba/FalconMamba touch distinct code paths and different output mechanisms." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and rwkv are unrelated model paths; same broad theme is not enough." + "reason": "`timm_backbone` and `rwkv` are unrelated model implementations; these are separate forward-signature cleanups, not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model-specific changes." + "reason": "MobileNetV1 and UnivNet are different model families; the PRs refactor output tracing independently and do not target the same underlying code path." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths; only the refactor motif is shared." + "reason": "`mobilenet_v1` and `upernet` are unrelated modules; similar `can_return_tuple` usage is not enough to make them duplicate changes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate implementations, not one fix." + "reason": "MobileNetV1 and Depth Anything are separate vision models with different forward methods; these are parallel refactors, not one fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; too broad to be the same concrete change." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` change different code paths and different APIs, so they are not mergeable as one duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs Speech-Encoder-Decoder is not a duplicate code-path fix." + "reason": "MobileNetV1 vs Speech Encoder-Decoder are unrelated architectures; the shared refactor theme does not indicate the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated model refactors." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; each PR rewires its own forward/output handling, so they are not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; same refactor style only." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44003", - "accept": false, - "reason": "Vision-text dual encoder and Mamba/FalconMamba are not the same underlying change." + "reason": "These are separate model implementations with distinct forward paths; the similarity is only in refactoring style, not in the code change itself." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models; no shared concrete bug or fix target." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44002", - "accept": false, - "reason": "UnivNet and UperNet are unrelated, model-specific changes." + "reason": "`vision_text_dual_encoder` and `depth_anything` are different model families; same tracing pattern, different underlying logic." }, { - "left": "pull_request:44001", - "right": "pull_request:44003", + "left": "pull_request:44000", + "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths." + "reason": "`vision_text_dual_encoder` and `codegen` operate in different domains and code paths; they are not the same concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything is not the same fix." + "reason": "UnivNet and Depth Anything are unrelated models; the PRs make independent output-tracing adjustments and should not be merged as duplicates." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "UperNet and RWKV do not share a concrete code-path bug." + "reason": "`upernet` and Mamba/FalconMamba are different code paths; these are model-specific refactors, not one shared bug fix." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44004", "accept": false, - "reason": "Different architectures; only the output-tracing refactor pattern overlaps." + "reason": "`upernet` and `codegen` touch unrelated forward implementations, so the overlap is only thematic." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and SuperPoint are unrelated model implementations." + "reason": "Mamba/FalconMamba and SuperPoint are unrelated subsystems; the output-tracing changes are not the same underlying change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different models and different forward/output contracts; not mergeable as one PR." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "timm_backbone and CodeGen touch unrelated code paths." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet and CodeGen are unrelated changes." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "UperNet and CodeGen are different model-specific refactors." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder and CodeGen are not the same concrete fix." + "reason": "Mamba-family tracing changes and CodeGen tracing changes affect different model internals and are not plausibly one PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are separate model families." - }, - { - "left": "pull_request:44025", - "right": "pull_request:44027", - "accept": false, - "reason": "Different code paths; same output-tracing style only." - }, - { - "left": "pull_request:44025", - "right": "pull_request:44028", - "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated model changes." + "reason": "`depth_anything` and `vision_encoder_decoder` are separate vision stacks; similar decorator/import edits do not make them duplicate fixes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; no shared underlying bug." + "reason": "Depth Anything and RWKV are unrelated models; the refactors are independent and not the same code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR do not appear to fix the same concrete issue." + "reason": "Depth Anything vs DPR are different tasks and model architectures; these are separate output-tracing refactors." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision-Encoder-Decoder and Speech-Encoder-Decoder are similar wrappers but not the same code-path fix." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44028", - "accept": false, - "reason": "Different models and implementations." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44029", - "accept": false, - "reason": "Different model families; only the refactor theme matches." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44030", - "accept": false, - "reason": "Vision-Encoder-Decoder and DPR are not a duplicate fix." - }, - { - "left": "pull_request:44027", - "right": "pull_request:44028", - "accept": false, - "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated changes." - }, - { - "left": "pull_request:44027", - "right": "pull_request:44029", - "accept": false, - "reason": "Different model code paths; no same-bug evidence." - }, - { - "left": "pull_request:44027", - "right": "pull_request:44030", - "accept": false, - "reason": "Speech-Encoder-Decoder and DPR are separate model-specific refactors." - }, - { - "left": "pull_request:44028", - "right": "pull_request:44029", - "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations." - }, - { - "left": "pull_request:44028", - "right": "pull_request:44030", - "accept": false, - "reason": "SuperPoint and DPR do not share the same concrete fix." + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are parallel wrappers, but they are distinct files and distinct forward paths, so not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families; same broad theme is insufficient." + "reason": "RWKV and DPR are unrelated models; similar refactor wording does not imply the same concrete fix." } ] }, @@ -18450,7 +18865,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "17da6602b527d9e6456160a57264215975153058fd5aee4b6a88bb53b9e07288", + "prepared_review_unit_hash": "7ed9b216482c3e268c5905e2dca6dae57aea345c20bc9761351da4ed9d9c0926", "component_budget": { "node_count": 3, "item_count": 3, @@ -18472,30 +18887,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-integration additions for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share generic Transformers boilerplate, but not the same underlying code change or bug fix, so none should be merged as duplicates.", - "confidence": 0.98, + "summary": "These are three separate model-introduction PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers scaffolding because all new-model PRs touch the same registration/autoload files, but they do not fix the same bug or implement the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45075 is the strongest standalone representative: it is non-draft, has an explicit issue link, and includes a full model implementation plus tests. Still, it is not a duplicate of the other PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the most complete and mature of the three, with an explicit issue target and broader implementation/test coverage. It is the best standalone PR in the set, though the cluster is not a duplicate group.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations for unrelated systems (PenguinVL vs Voxtral TTS); shared auto/docs boilerplate is not enough to indicate the same change." + "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. Overlap is only from shared new-model plumbing and docs registration, not a shared underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different models and code paths; both add separate model packages and docs, so they are not the same underlying fix or feature." + "reason": "Both are model additions, but for unrelated architectures (PenguinVL vs DeepSeek-OCR-2). Shared auto/model registry files are expected boilerplate, not evidence of the same PR." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions with different files, configs, and tests; only generic Transformers scaffolding overlaps." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model implementations with different filenames, tests, and conversion/image-processing components; not mergeable as one duplicate PR." } ] }, @@ -18525,12 +18940,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4dfc8d56992022b5f3786eed0d9270794972c6114ddbb289b86d9a1b1c90f056", + "prepared_review_unit_hash": "c97cc7882c0bfff2f53fe62ff188fd9daca058a1df6b678c6a0bfdffec0c5a3e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18538,7 +18953,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18547,18 +18962,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about fusion infrastructure, but they target different layers and use cases: #44979 introduces a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and related model/integration plumbing. They are related, but not the same change.", - "confidence": 0.92, + "summary": "Two related but distinct PRs: one introduces a generic Module Fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They share the fusion theme but are not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete, user-facing implementation and spans the actual kernel-fusion plumbing across multiple transformer integration points, making it the better representative of this cluster.", + "canonical_pr_reason": "PR #44979 is the better canonical anchor because it defines the foundational Module Fusion API and tests; PR #45363 is a downstream integration that uses a different mechanism and code path.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the strongest representative PR because it delivers a specific fusion feature with end-to-end wiring, whereas #44979 is a more foundational API layer and not a duplicate of the kernel-fusion change.", + "best_pr_reason": "PR #44979 is the strongest representative of the cluster\u2019s core topic: a general module-fusion abstraction. It is broader and more central than the KernelConfig-specific fusion integration in #45363.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the broad fusion theme, but #44979 is a generic module-fusion API and #45363 is a specific n-to-1 kernel-fusion implementation via KernelConfig; they are not the same underlying change and would not plausibly merge as one PR." + "reason": "Related fusion work, but not the same concrete change. #44979 adds a standalone module-fusion API, while #45363 wires KernelConfig into model loading for n-to-1 kernel fusion. Different implementation paths and scopes, so they should not be merged as duplicates." } ] }, @@ -18588,7 +19003,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "aa47b6f962f9320e17737bbdc13bcd865e8105d048b7961ee0c9404bc622b24d", + "prepared_review_unit_hash": "9c909c2ba38c7e54338e99ee2904431e90bf1f3691987fefde8d1cf1a1b1b049", "component_budget": { "node_count": 2, "item_count": 2, @@ -18610,18 +19025,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same concrete bug in `_patch_mistral_regex`: an `AttributeError` caused by using `tokenizer.backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. PR 45317 is the more complete version because it includes the same code change plus test coverage.", + "summary": "Two pull requests implement the same Mistral regex fix in the same file and code path; the second adds tests and looks like a more complete version of the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR because it fixes the same AttributeError bug as 45086 and adds tests, making it the more complete representative of the change.", + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it makes the same AttributeError fix as #45086 and also includes a test update, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best single PR to keep: it addresses the exact same code-path bug as 45086 and includes validation in tests.", + "best_pr_reason": "PR #45317 is the best representative of the cluster because it covers the same underlying bug fix with additional test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying fix for `_patch_mistral_regex` AttributeError; the diff targets the same lines and 45317 is just a fuller version with tests." + "reason": "Same concrete fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex; the diffs are effectively the same bug fix, and #45317 appears to be a superset with tests." } ] }, @@ -18651,7 +19066,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "ba23795833085548f26be031cf9743673c08539067a6368179648bc1edf2a451", + "prepared_review_unit_hash": "df30baa18aa2906d33aee6379fd6c6d2dd53645f4bbc05ccbed524243939b089", "component_budget": { "node_count": 2, "item_count": 2, @@ -18673,18 +19088,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are NemotronH-related but they address different changes: one is a refactor/inheritance and conversion-mapping cleanup, the other splits NemotronH into dense/sparse model variants with docs/tests. They are not duplicates.", - "confidence": 0.91, + "summary": "Two open NemotronH PRs touch overlapping files, but they address different changes: one refactors NemotronH to inherit GraniteMoeHybrid-style conversion/mapping behavior, while the other splits NemotronH into dense/sparse model variants and updates docs/auto-mapping. They are related, but not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete user-facing change: it introduces the dedicated NemotronH Dense/Sparse model packages, updates auto-mapping and docs, and includes tests. PR #45115 is a narrower refactor focused on inheriting GraniteMoeHybrid and conversion mapping.", + "canonical_pr_reason": "PR 45569 is the better representative because it is the broader architectural change: it introduces the dense/sparse model split, updates model registration, docs, and tests. PR 45115 is a narrower conversion-mapping/refactor follow-up.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 best represents the cluster because it contains the main architectural/product change, while #45115 is a partial infrastructure/refactor step. It is the more complete standalone change set.", + "best_pr_reason": "PR 45569 is the strongest single PR in the cluster because it covers the main user-facing/model-structure work and is more likely to be the primary change users care about.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Do not merge as duplicates: #45115 is about refactoring NemotronH to inherit GraniteMoeHybrid and adding checkpoint conversion mappings, while #45569 creates separate NemotronH Dense/Sparse model variants plus docs/tests. They touch some of the same files, but they are different underlying changes and not one fix." + "reason": "Overlapping NemotronH files, but different concrete goals: 45115 focuses on checkpoint conversion/key renaming for GraniteMoeHybrid compatibility, while 45569 splits NemotronH into dense/sparse variants and updates docs/model registration. They could not plausibly be merged as one PR without becoming a bundle of separate changes." } ] }, @@ -18714,7 +19129,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "00bbd1f1c238fbee016a48b16165f2b0fa2a2bf305b19894a7f831ae699001cf", + "prepared_review_unit_hash": "1c3f4b530dae50401e55f22dbc9211ce4a4fcb62912fe0e3bd2d87f9b563ebf4", "component_budget": { "node_count": 2, "item_count": 2, @@ -18736,18 +19151,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the new heterogeneity workstream: one is a broader umbrella for heterogeneous model support, the other is a narrower per-layer config addition. They are related but not the same concrete change.", - "confidence": 0.88, + "summary": "These are related but distinct PRs under a heterogeneous-config umbrella: one adds per-layer config plumbing, the other adds heterogeneous model/runtime support built on top of it.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella: it spans per-layer config handling plus modeling/cache/masking changes across multiple files, so it is the more central representative of the heterogeneity feature set.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change and the more complete representative of the feature area: it touches model/runtime code paths (cache, masking, modeling) and includes the per-layer config work as part of a larger implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best overall representative because it covers the main end-to-end implementation rather than only the config plumbing.", + "best_pr_reason": "PR 45332 is the best single representative because it covers the concrete runtime/model behavior, not just the configuration schema, so it is the more substantive artifact in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share the heterogeneity subsystem and configuration utilities, but 45332 adds broader modeling/runtime support while 45333 is a config-only PR. These look like related pieces of the same initiative, not the same underlying change that should be merged as one PR." + "reason": "They share the heterogeneous-config theme, but 45333 is config plumbing only while 45332 is the broader modeling/runtime implementation. They are related components, not the same underlying bug/change, and would not be merged as one PR." } ] }, @@ -18777,12 +19192,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "a2bbd0f5e38841f8bf6e8b4f866904e4155b46395d4108c82b8f9107f0ffee9f", + "prepared_review_unit_hash": "ef4a17c90e137c8f21f2670c7b9b159d71281f143faf1d3ed0d84c4aa9d86e91", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18790,7 +19205,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18799,18 +19214,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same concrete change: PR #45415 is a broad multi-file type-checking sweep across many transformers modules, while PR #45425 adds/adjusts specific typing helpers and model-related protocol types in a smaller set of files. They could be merged separately and are not duplicates.", + "summary": "Two open PRs both touch typing-related code, but they are not the same underlying change. PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 is a narrower typing follow-up around modeling_utils and related helpers.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more focused, self-contained typing change; #45415 is a much broader repository-wide type-checking sweep and is not the same underlying change.", + "canonical_pr_reason": "PR 45425 is the more focused change: it adds concrete typing protocol/alias support in _typing.py and related integrations, whereas 45415 is a broad multi-file type-checking sweep. It is the better representative of a single, cohesive change.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best representative of the cluster because it centers on a coherent typing-helper/modeling_utils update rather than a wide catch-all type-checking pass.", + "best_pr_reason": "PR 45425 is the best standalone representative because it has a narrower scope and a clearer concrete purpose. PR 45415 is too broad and mixes many files and typing cleanup concerns into one umbrella sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: #45415 is a broad type-checking rollout across many files, while #45425 adds specific typing protocols/aliases and touches a different, narrower code path. Shared filenames are incidental to typing work, not evidence of the same fix." + "reason": "Both are typing-focused and share some files, but 45415 is a wide type-checking pass across many modules while 45425 is a targeted typing addition for specific APIs. They do not look like the same concrete bug or change and would not plausibly merge into one duplicate PR." } ] }, @@ -18849,70 +19264,70 @@ "pull_request:45858|pull_request:45926", "pull_request:45890|pull_request:45926" ], - "prepared_review_unit_hash": "cf0e1d27bab6f362732dcebc8654ad56c8bd768722d161c1e42d32698c67ac81", + "prepared_review_unit_hash": "176e8b27f5165139c442a6cae9ea830063e0c22f2c61dadd38aab926b98849e2", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14715, - "estimated_input_tokens": 3679, - "estimated_eval_tokens": 7614 + "serialized_chars": 14717, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14715, - "estimated_input_tokens": 3679, - "estimated_eval_tokens": 7614 + "serialized_chars": 14717, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a mix of unrelated PRs: three substantive model-parallel bug fixes in different model families and three separate XPU expectation/test updates. None of the soft edges look like true duplicates.", - "confidence": 0.93, + "summary": "These PRs are mostly unrelated: two are real model-parallel code fixes for different models, and three are separate XPU test-expectation updates for different models. None of the soft pairs look like the same underlying change.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present. If one PR must represent the cluster, 45487 is the strongest candidate because it contains a concrete device-placement fix in model code plus tests, rather than only test expectation updates.", + "canonical_pr_reason": "pull_request:45487 is the strongest representative because it fixes a concrete model-parallel device-placement bug in actual forward code across multiple model implementations, not just tests.", "best_issue_reason": null, - "best_pr_reason": "45487 is the best overall representative: it fixes an actual code-path bug (token_type_ids device handling) and includes related test coverage. The others are either different model-specific fixes or test-only expectation tweaks.", + "best_pr_reason": "pull_request:45487 is the most substantial and broadly applicable code fix in the set, with direct runtime impact and clearer production value than the test-only PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Different model families and different fixes. Both mention model-parallel issues, but the code paths are unrelated, so they should not be merged as duplicates." + "reason": "Both mention model parallelism, but they fix different architectures and different bugs: AltCLIP/ChineseCLIP token-type tensor placement vs DeimV2 model code changes. Not the same code path or mergeable into one PR." }, { "left": "pull_request:45487", "right": "pull_request:45926", "accept": false, - "reason": "AltCLIP/ChineseCLIP model-parallel bugfix vs a HyperCLOVAX XPU test expectation update. Same broad theme only; not the same underlying change." + "reason": "45487 is a code fix for AltCLIP/ChineseCLIP; 45926 only adds HyperCLOVAX XPU test expectations. Different model, different scope, not the same underlying change." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 device-placement/model-splitting fix is unrelated to Deimv2's changes. Same broad subsystem, but not the same bug or mergeable change." + "reason": "Gemma4 model-parallel fixes and DeimV2 model-parallel fixes are separate model-specific changes with different code paths. Shared theme is too broad to treat as duplicate." }, { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "Both are test-only XPU expectation additions, but for different models and different outputs. Not the same concrete change." + "reason": "Both are XPU expectation updates, but for different models and different test files. They do not fix the same bug or change." }, { "left": "pull_request:45858", "right": "pull_request:45926", "accept": false, - "reason": "Both update XPU expectations in tests, but they target different model suites and do not fix the same underlying code-path problem." + "reason": "These are separate test-only expectation additions for different models (hy_v3 vs HyperCLOVAX), so they are not the same underlying change." }, { "left": "pull_request:45890", "right": "pull_request:45926", "accept": false, - "reason": "Test-only expectation updates for different models. Similar pattern, but not duplicate work on the same artifact or bug." + "reason": "Different model families and different test expectation updates; no shared concrete bug or code path." } ] }, @@ -18942,7 +19357,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6f2248ef81aa7ef1fbfb5fcb7c7a60785dce86690c3515d6b39b62575a7af4d7", + "prepared_review_unit_hash": "98a263b20bddc0a12caf28929feab9528ab09bc753771bc5bef4718dc5131120", "component_budget": { "node_count": 2, "item_count": 2, @@ -18964,18 +19379,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch EP-related loading, but they fix different concrete bugs: 45548 is about serializing distributed_config and exposing has_ep for Accelerate/ZeRO-3 loading, while 45662 is about post-shard wrapping to prevent expert tensors being overwritten under FSDP2. They are similar in theme but not duplicates.", - "confidence": 0.97, + "summary": "The two pull requests are related to EP/distributed loading, but they address different concrete failure modes and should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a specific EP/FSDP2 corruption path where expert parameters are overwritten during rank-0 broadcast, with a focused fix in model loading and MoE/tensor-parallel code.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative, 45662 is the more concrete code-path fix, but it should not be treated as a duplicate of 45548.", + "best_pr_reason": "PR 45662 is the strongest standalone candidate: it has the clearest bug description, broader but still coherent code coverage, and a concrete runtime failure mode tied to DTensor/sharding behavior.", "soft_edge_verdicts": [ { - "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", - "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", + "left": "pull_request:45548", + "right": "pull_request:45662", "accept": false, - "reason": "Different bugs and different fix paths: 45548 handles distributed_config serialization and has_ep during loading, while 45662 changes post-shard handling to stop expert tensors being overwritten. They mention EP, but they are not the same underlying change." + "reason": "Different bugs and fixes: 45548 removes distributed_config serialization and adds has_ep for EP + DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes expert parameters being overwritten after sharding in EP + FSDP2. They touch overlapping files but not the same code-path problem." } ] }, @@ -19005,7 +19420,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "63ea5f3e57c35edcc167e67f563078a9a8f8c5eb288b111e16b26fbe14b4a0f4", + "prepared_review_unit_hash": "a8a646702d6630aab85b4bbf6161b34801d074652aa5f4e5fc2e9cbdbe6297f4", "component_budget": { "node_count": 2, "item_count": 2, @@ -19027,18 +19442,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision problem; PR 45645 is the broader, more complete fix and includes workflow handling to preserve CI debug logs.", - "confidence": 0.92, + "summary": "Both PRs address the same xdist-related captured_info logging collision in `testing_utils.py`; PR 45645 is the broader, more complete fix because it also updates CI to collect multiple `captured_info*.txt` files and preserve debug output.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it addresses the core xdist-safe output change and also updates CI log collection to handle multiple captured_info files, making it the more complete end-to-end fix.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe logging fix plus the downstream CI/reporting changes needed to consume per-worker files. PR 45639 is a narrower subset focused only on the library-side write path.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is best overall since it covers the same underlying bug as 45639 plus the downstream CI artifact/log handling, and it is the more comprehensive merge candidate.", + "best_pr_reason": "PR 45645 is the best representative of the change set since it addresses both the code-path collision and the artifact handling required for the fix to work end-to-end. PR 45639 appears to be an incomplete subset of the same work.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete captured_info xdist collision path in testing_utils, and 45645 is a superset that could plausibly subsume 45639 into one combined PR." + "reason": "Same underlying xdist collision problem in patched testing debug logs; 45645 extends the same fix rather than introducing a different change." } ] }, @@ -19199,12 +19614,12 @@ "pull_request:45997|pull_request:46005", "pull_request:46005|pull_request:46010" ], - "prepared_review_unit_hash": "b9d6984d6fdfc5f5178b5e6fd596907a89789a2352f3d0684f0eefff2b3f62ef", + "prepared_review_unit_hash": "11c6e92fa0035881d0b1fa184f2b37dd43ca5efa3cfc1ec70530867c61c239f5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6648, + "serialized_chars": 6647, "estimated_input_tokens": 1662, "estimated_eval_tokens": 3580 }, @@ -19212,7 +19627,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6648, + "serialized_chars": 6647, "estimated_input_tokens": 1662, "estimated_eval_tokens": 3580 }, @@ -19221,30 +19636,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related PRs around the same cache sequence-length type bug. PR 46010 is the broadest and most complete fix, while 45997 and 46005 are narrower variants touching the same cache_utils path.", + "summary": "All three PRs are variations of the same StaticLayer/get_seq_length cache-length bug. PR 45997 is the smallest partial fix, PR 46005 adds the int-return correction, and PR 46010 appears to be the most complete version with related masking/test updates. The linked issue is clearly 45987.", "confidence": 0.84, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46010 is the best canonical PR because it appears to cover the same core fix as the others but in the most complete form, including related code and tests beyond the minimal cache_utils change.", - "best_issue_reason": null, - "best_pr_reason": "PR 46010 is the strongest representative of the cluster: it addresses the same underlying sequence-length Tensor-vs-int bug and includes the broadest set of coordinated changes.", + "canonical_issue_reason": "Issue 45987 is the only explicit tracking issue referenced by the PRs, so it is the natural canonical issue.", + "canonical_pr_reason": "PR 46010 is the most complete fix for the same cache-length bug, extending the cache_utils change with related masking and test updates.", + "best_issue_reason": "Issue 45987 best represents the underlying bug because it is the shared explicit target for the PRs.", + "best_pr_reason": "PR 46010 is the best representative PR because it covers the core fix and the follow-up adaptations/tests, making it the most complete candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45997", "right": "pull_request:46005", "accept": true, - "reason": "Both PRs target the same underlying cache sequence-length bug in src/transformers/cache_utils.py and share the same issue target; 46005 is effectively a superset of the narrower 45997 fix." + "reason": "Same underlying cache-length bug in the same file; 46005 subsumes 45997 by adding the int-return fix on top of the scalar-tensor change." }, { "left": "pull_request:46005", "right": "pull_request:46010", "accept": true, - "reason": "Both PRs fix the same concrete get_seq_length/Tensor-vs-int problem in the cache code path, and 46010 looks like a broader version of the same change rather than a different fix." + "reason": "Both fix the same concrete code-path where StaticLayer.get_seq_length() leaks a Tensor; 46010 looks like a broader but compatible version of the same change, with related follow-up updates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: all three PRs touch the same cache sequence-length Tensor-vs-int area, and PR 46005 clearly subsumes the narrower 45997 fix. PR 46010 also shows the same core cache_utils change plus related updates/tests, so treating it as the broader representative is conservative. The soft-edge acceptances look mergeable as a single bugfix family and do not overstate the evidence." + "feedback": "The summary is grounded in the packet: 45987 is the only explicit issue target, and all three PRs center on the StaticLayer/get_seq_length cumulative_length bug in cache_utils. The soft-edge acceptances are conservative enough because 45997 is clearly a subset of 46005, and 46010 appears to be the same core fix plus related masking/test updates rather than a different bugfix." }, "evaluator_used": true, "retried": false, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index f0226ac532fb6199b81107c17253731cd06e7457..e9cd6f0ab9f1d84dfcaaea287a6b54c630796699 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260517t120034z", + "analysis_id": "hybrid-model-20260517t180130z", "archived_artifacts": { - "hybrid": "snapshots/20260517T120034Z/analysis-runs/hybrid-model-20260517t120034z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260517T120034Z/analysis-runs/hybrid-model-20260517t120034z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/analysis-report-hybrid.json", + 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CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:44457", + "right": "issue:46015", + "accept": false, + "reason": "LoRA output mismatch and docs cleanup are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image preprocessor dtype mismatch and invalid method call are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error with vLLM and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel issue are different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking failure and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding and MPS histogram error are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: Mistral-3 image preprocessor dtype mismatch vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram not implemented are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific bugs with no shared root cause." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime failure and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the affected models and likely root causes differ; not enough evidence to treat as duplicates." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems after v5 removals, but they are different obsolete references and not the same issue." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl-embedding video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram error are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video processing failure and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy call and autocast dtype mismatch are different failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation error and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve ZeRO-3 and index errors, but Gemma3 loading and BertModel loading are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are unrelated docs issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute issue in vLLM and Qwen3 auto device map cuda assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support problem and table-question-answering crash are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device_map forward mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression: wrong token IDs across multiple model families; 45920 is the broader report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are different problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading issue and checkpoint corruption are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a size-0 ZeRO-3 Bert loading failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The anchor choice is well grounded: issue:45920 is the broader v5 AutoTokenizer regression and issue:45812 is its narrower Granite-specific variant. The summary stays conservative about the rest of the cluster, and the explicit duplicate accepts (43596/43638 and 45812/45920) are supported by the packet titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46015" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43975|issue:46015", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "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:45237|issue:46015", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44292|issue:46015", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "10055ea6439c30f9825b99c9a596e80fc8e32c016c6f5c3d5bfb36ea90d3427b", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39273, + "estimated_input_tokens": 9819, + "estimated_eval_tokens": 19894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous issue reports, not a true duplicate set. Only one soft pair looks plausibly like the same Siglip2 output-quality bug; the rest are different model families, code paths, or unrelated failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43994 is the best single issue to anchor on: it is the broadest concrete Siglip2 bad-output report, and it plausibly subsumes the only strong duplicate candidate (issue:43054).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the strongest standalone issue in this set because it clearly describes a user-visible failure mode across AutoModel and pipeline, and it most closely matches the one plausible duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they involve different model families and different concrete failures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crashes are unrelated code paths." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch/version incompatibility is not the same bug as the PretrainedConfig pydantic field breakage." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-sensitive runtime issues, but the reported failures and environments are different." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization bug and outdated RAG examples are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/running failure is not the same as the pydantic config-field regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but the failures are in different surfaces and not clearly the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and an MPS histogram kernel error are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram support are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/dtype-adjacent, but the concrete failures and models differ." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern are unrelated issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are different bugs." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model support and documentation examples are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask length mismatch and zero-sized index error during Gemma3 loading are different failures." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is not the same as Gemma4 PLE device placement." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory regression and tied-weights translation issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch-dynamo grouped_mm failure and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "init_empty_weights argument handling and outdated RAG examples are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and pydantic PretrainedConfig field breakage are different code paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and streaming chat API failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code model breakage and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and pydantic config fields are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but they arise from different model-loading situations." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report Siglip2 producing bad outputs, and they plausibly stem from the same underlying model/preprocessing issue." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized memory in Qwen3.5 MoE rotary embedding are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and GLM5 are unrelated reports." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality and SFT embedding unpacking are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma-3 image/text dtype mismatch and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model loading, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug and translation-model tied-weight issues are different models and likely different code paths." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet-level evidence, and the only accepted soft pair (43054/43994) is a plausible Siglip2 duplicate from the titles. The remaining rejections stay safely within what can be inferred from the issue titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "f498f98b69d70dec413ba7d9fea9c2bb33ad3e5d18de6eecc9cfeb46d8c99aa8", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformers issues; the only clear duplicate-like pair is the v5 non-persistent buffer regression reports. The rest share model families or broad subsystems but describe different concrete failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue because it most clearly describes the underlying Transformers v5 non-persistent-buffer regression, and issue:44534 reads like a near-duplicate rewording of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global representative for the cluster\u2019s only true duplicate family: it is broad, mechanism-specific, and covers the regression more completely than the follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: Qwen3.5 cache crash vs tied-weights handling on translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failure modes: FP8 config error for Qwen3Moe vs flash-attn2 fallback gating." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer design discussion vs docs text cleanup." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same concrete issue as tied-weights regression." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Minor docs typo vs broader documentation removal notice; not the same bug/change." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/trainer problem: Qwen3.5 SFT unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific regressions: detokenization bug vs Qwen loading error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: Transformers v5 corrupting/filling non-persistent buffers with junk." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs in different models; no shared concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both about SigLIP2, but one is a broken docs example and the other is a quality/performance discrepancy." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Different regression: remote-code config fields vs non-persistent buffer materialization." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs Qwen3.5 gradient explosion/position_ids behavior." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different errors and code paths: custom trainer API mismatch vs ZeRO-3 loading failure." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and load noise are not the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related theme, but 45902 is a specific inv_freq/meta-to_empty case and not clearly the same concrete failure as the general non-persistent-buffer regression." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes constructor change vs missing Float8 storage support." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs a generic tokenization-change report." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model loading problems with different symptoms and causes." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misparse vs CPU offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and failure modes: Gemma4 FSDP2 key error vs Qwen3_5Moe buffer initialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures for different models." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training-memory concerns: LoRA checkpointing ineffectiveness vs int4 quantization OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 theme, but one is a quality complaint and the other is an implementation-drift report; not clearly the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load noise vs a specific model loading failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field omission is not the same as the broader recent breakage report." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different issues: detokenization bug vs Python 3.13 flash_attn import path problem." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading reports with different models and symptoms." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory-related training concerns, not the same code path." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are loading errors, but one is a model checkpoint load failure and the other is a missing attribute in save/load code." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and unrelated runtime failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different loading-time bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The canonical choice of issue:43950 over issue:44534 is well supported by the titles, and the summary does not overclaim mergeability or duplication beyond what the packet suggests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "9fd36be0fe46164cc38937a06581964e54754b2c1ad8a4a9ccb66c8b9b54835b", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38064, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated transformer regressions, tokenizer/model-loading issues, and architecture-specific bugs. Only two soft pairs look like true duplicates: the two identical mask-shape IndexError reports, and the two docs issues about stale v5 pipeline references. The rest are broader similarity matches but not the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 41093 is the clearest canonical bug report: it is the earliest and most specific instance of the exact mask/tensor shape mismatch IndexError, and 44805 reads like a later duplicate of the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41093 is the strongest overall issue candidate because it maps to an exact duplicate pair with 44805 and describes a concrete runtime bug rather than a broad thematic similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Both involve model/MoE-related runtime problems, but one is an MPS histogram/int limitation and the other is a device-mapping forward mismatch in Gemma4; different code paths and fixes." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/MoE or LoRA warnings, but one is about cross-version LoRA usability on hf5.x and the other is a config warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "An import error for Qwen2.5-VL is unrelated to a bitsandbytes constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote_code breakage is too broad to equate with a specific Gemma4 device mismatch in forward." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping behavior in add-new-model-like is a different subsystem and failure mode from remote_code regressions." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different issue from Gemma4 device placement under auto device map." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and flash-attn fallback blocking are separate bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same documentation regression: v5 docs still reference removed pipeline tasks / pipeline() examples for summarization and translation." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both mention recent-version regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer codec/regex problem." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A lm_head weight-tying bug in Mistral3 is unrelated to silent corruption of non-persistent buffers during from_pretrained()." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key-loading errors do not match flash-attn fallback logic." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE fine-grained FP8 failures and broad remote_code breakage are not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero3/Bert empty-index failures are not the same as a Gemma4 PLE device mismatch." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and an _torch_extract_fbank_features() issue may both be audio-related, but there is not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both are TypeError/loading regressions involving _is_hf_initialized, but one is bitsandbytes-specific while the other is a generic init_empty_weights path; too different to merge." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading issues, but they involve different models and different missing-weight symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is unrelated to bitsandbytes __new__ keyword incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral tokenizer loading and EMBEDDIA/est-roberta tokenizer loading are different model-specific failures." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading problems and NemotronH checkpoint loading failures are unrelated model implementations." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "An unexpected compute_loss kwarg is unrelated to a tensor-mask shape mismatch IndexError." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen-family training, but one is missing MoE weight conversion and the other is gradient averaging with GAS; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing being ineffective in PEFT LoRA is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from 3D position_ids is not the same issue as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes constructor incompatibility has nothing to do with CLIPTokenizer's huge model_max_length default." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are effectively the same bug: both report the same mask/tensor shape mismatch IndexError, with 44805 appearing to be a later instance of the exact same failure." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad tokenizer-loading error for Voxtral and failure to load cjvt/sleng-bert are different model-specific problems." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video-input regressions, but one is a broad v5.3.0 regression across several Qwen VL variants and the other is a specific StopIteration in Qwen3-vl-embedding; not clearly the same code-path." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing failure are unrelated domains." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "A Qwen2.5-VL rope-index scaling bug is unrelated to uninitialized inv_freq memory in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different feature/bug areas." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative overall. The two accepted pairs are plausibly duplicates from their titles alone, and the rejected pairs are appropriately treated as only loose similarity matches rather than the same concrete bug. The summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43708|issue:44075", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "dd136b8da26e92cd22c7e8dc4cd0ad4063386a6ca817d97a788af2cd5b0a81b3", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37192, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a tight duplicate set: it mixes unrelated bugs across model loading, training, quantization, device mapping, and specific model families. The soft-similarity pairs mostly share broad Transformers v5/regression language rather than the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: FSDP2 KeyError from per-layer shared_kv_states rebuild vs device_map auto PLE device mismatch in forward." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference embedding/token leak is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen3-related names, but one is GGUF support for gpt-oss and the other is a sliding_window behavior bug in Qwen3-MoE; different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption regression is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is a different issue from Flash Attention illegal memory access on Qwen3.5 caused by 3D position_ids handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Qwen2.5-VL import error and meta-device loading breakage are both loading-related but affect different models and failure modes." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers 5/custom models, but one is notebook initialization and the other is general custom model initialization; too broad to be the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading issues are distinct runtime paths." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-vl-embedding StopIteration in video handling is not the same bug as Qwen3.5 embedding unpacking with trl SFT trainer." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated issues." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping / add-new-model-like failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both are about siglip2-base-patch16-224, but one reports zero probabilities and the other nonsensical AutoModel/pipeline outputs; not clearly the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/error-shaped failures, but they involve different models and unrelated code paths." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained BertModel is unrelated to tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 BertModel index error and add-new-model-like tokenizer-mapping failure are distinct." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech loading and tiny-random glm4v config validation are separate config-validation problems." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU+CPU offload dequantized model loading and disabling mmap on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero probabilities and SigLIP2 doc example errors overlap on model family but the concrete bugs differ: runtime output issue vs documentation/model-processor mismatch and quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "Both are non-persistent buffer regressions, but they are separate reports with different versions and likely overlapping fallout rather than one concrete duplicate." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility across hf4.x/hf5.x is not the same as BitNet packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are unrelated model-specific bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 loading failure for language_model and incorrect visual encoder keys in save_pretrained are different problems." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "cudaErrorAssert on A800 with auto device mapping and Qwen3Moe FP8 failure are different runtime issues." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Cannot load two different BERT checkpoints are likely same broad symptom, but the reports are model-specific and not enough to treat as the same underlying bug without stronger evidence." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility issue and gemma4 resize_token_embeddings propagation bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and mmap OOM on Strix Halo are distinct issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume max_steps miscalculation and SGD args not used are separate trainer/optimizer bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash and Qwen3-VL-30B-A3B-Instruct weight-shape mismatch are different model-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "a8767c3fc4197710e86bf64b3d13df43a78cbdd235861e9e79e6d8735da5abb1", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37768, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of unrelated Transformers bug reports. The only strong near-duplicate pair is around `resize_token_embeddings` not updating output embeddings across related model variants; the rest are same-subsystem but distinct defects.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45812 is the broadest, most central open report here: it describes a clear, user-facing tokenizer regression with multiple inbound references and likely impacts many Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative issue for this cluster because it is open, high-impact, and describes a concrete regression with wider model-family scope than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be different code paths (`LlamaTokenizer` byte-level override vs Granite token IDs)." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example with model/processor mismatch and quantization issues while the other is a model/pipeline output-quality bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash loading in unit tests." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but they concern different models and different layers of the stack (model load vs tokenizer load)." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility on hf5.x and Qwen3-VL weight-shape mismatch are distinct loading bugs." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training-memory inefficiency and offloading-with-quantization are too different to be the same defect." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both reference Transformers 5.0.0, but one is non-persistent buffer initialization and the other is notebook/custom-model initialization." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crash points: Qwen3.5 chat vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is inefficient Qwen3 MoE training memory and the other is int4 quantization reserved-memory/OOM behavior." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different attention failures: illegal memory access from misread 3D `position_ids` vs `AttributeError` on `s_aux=None`." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Both involve model loading/resize-ish behavior, but they target different problems and code paths." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar symptom, but they hit different model families and mention different affected embeddings; not enough evidence they share one exact bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/load extra_state handling and `init_empty_weights` `_is_hf_initialized` argument error are separate initialization/loading regressions." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve untied `lm_head`, but they appear to be separate model-specific omissions rather than one concrete shared bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track-leak inference corruption are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example problems and GLM5 loading are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer loading complaints, but they concern different models and different root causes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are different compatibility issues." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared-kv-state failure and Qwen 3.5/3.6 `text_config` unwrapping are separate architecture bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and Gemma-4 attention state rebuilding are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading expectations and int4 reserved-memory OOM are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma-4 FSDP2 attention-state bug and Qwen3_5 MoE rotary embedding CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` loading error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak vs Gemma4 PLE device mismatch are different model-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Two different quantization/loading failures on different models; no evidence they share the same root cause." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "int4 reserved-memory regression and mmap-on-Strix-Halo OOM are different memory problems." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in unit tests and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state reset with cache and GLM5 loading are distinct bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap OOM on Strix Halo are unrelated memory/loading issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report `resize_token_embeddings` failing to update output embeddings; the titles strongly suggest the same underlying resize/tie propagation bug across model variants." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "`save_pretrained` permission propagation and loading the wrong custom module after save are different custom-class persistence issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The representative issue choice for 45812 is supported by its open status, multiple inbound references, and broad Granite tokenizer scope. The only accepted soft-edge pair, 45276 vs 45292, is a reasonable near-duplicate around `resize_token_embeddings` not propagating to output embeddings, and the remaining pairs are cautiously rejected with model- and bug-specific distinctions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "184fcf0ea3155ac5b0a7776915ee2e9479b4adbe8e6540cc1b20bc071493ed62", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37973, + "estimated_input_tokens": 9494, + "estimated_eval_tokens": 19244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are related only by broad subsystem or adjacent symptom, not the same concrete bug. The one clear duplicate is the token-embedding resize regression in 45292/45335.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the broad, model-agnostic statement of the resize_token_embeddings regression; issue:45335 is a specific t5gemma manifestation of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the shared bug because it names the general API failure and is applicable beyond one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training/gradient behavior, but one is eval-mode checkpointing and the other is RLHF NaNs from 3D position ids; different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap on Strix Halo OOM." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is LoRA/PEFT ineffectiveness and the other is eval-mode incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are different code paths and failures." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in v5 and Trainer max_steps on resume are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 shared_kv_states KeyError are different implementation bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug; 45335 is just the t5gemma-specific symptom of output embeddings not updating." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init failure is not the same as extra_state save/load handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not the same as inability to load a different model." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is broader infrastructure breakage, not the same concrete dtype-mismatch bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is not the same as general tokenization changes across versions." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint-loading failures, but one is Qwen3-VL shape mismatch and the other is NemotronH checkpoint incompatibility." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated repro of another issue and a PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading failure and notebook-defined custom model init are related thematically but not the same concrete defect." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility breakage and Mistral-3 image-preprocessor/model dtype mismatch are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation TypeError are different failures." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different removed/changed pipeline behaviors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check and Perceiver interpolation failures are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both mention model inference regressions, but the specific Qwen video-input issue is not the same as the mask shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment with None are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but the first is a dev-version MoE loading regression while the second is a specific checkpoint weight-shape mismatch." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking in TRL are not the same code-path problem." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template-node compilation errors do not share the same underlying bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading failures are different loader bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 init IndexError and compiled flex_attention on newer torch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:45292 vs issue:45335, is well supported by the shared resize_token_embeddings regression and very high textual overlap. I don\u2019t see any overstatement of evidence in the rejected pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43089", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:43883|issue:44991", + "issue:44987|issue:44991", + "issue:43404|issue:44466", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "46942f74eee0aa0c64672379c3be520cfd75357c688cdb68e40994b6b55264e7", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36425, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, with a loose concentration around v5 model-loading/initialization breakages. The soft-similarity links are mostly topical, not true duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative of the v5 model-initialization/loading regressions in this set, so it is the best single issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most central umbrella report among the issues here, with a title that generalizes across several nearby loading/init regressions better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different subsystems and failures: Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are performance/memory-related, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading-related failures, but one is a tokenizer load regression for est-roberta and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange bug and Qwen3_5Moe CPU offload incompatibility are different model/code-path issues." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping add-new-model-like failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different failures in different model paths: sleng-bert loading vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to special-token post-processor updates in TokenizersBackend." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different underlying code paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and _torch_extract_fbank_features issue are related audio area bugs but not the same concrete failure." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch and compile non-template-node TypeError are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo missing all_tied_weights_keys is unrelated to the sleng-bert loading failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is unrelated to Qwen3.5 PagedAttentionCache group-type crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF from_pretrained breakage and Qwen2.5-GGUF loading failure are loading-related but not the same underlying defect." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions: ScandiBERT loading failure vs physical-intelligence/fast loading failure." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization are separate v5 regressions." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 cache group-type crash are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error for Mixtral is unrelated to the non-template-node compile error." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized offload failure is unrelated to Qwen2.5-GGUF loading regression." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs: hidden_states output issue vs rope index scaling for still images." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and custom model initialization in Jupyter are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and est-roberta tokenizer loading regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-related loading failures, but for different models and failure modes." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 lm_head weight tying bug and device-dependent lm_head serialization inconsistency are related only loosely; not the same concrete bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead/syncs performance issue is unrelated to StaticCache.get_seq_length() type contract regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:42915|issue:45084", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:41553|issue:43582", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:43632|issue:44534", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "f146fb3f049d77702666031853f30d2b6a420c82be2d4243510ab2cb795dfe74", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37224, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model-specific bugs. The only clear duplicate pair is the Qwen3.5 save_pretrained regression, and the TensorFlow backend packaging issues also look closely related.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43632 is the broadest, clearest core regression: a v5 initialization flag break with wide downstream impact and a well-defined code-path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue overall because it describes a central Transformers v5 regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is a batching/padding-mask correctness bug in MIMI; different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: template-node compilation vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: SigLIP2 loading/pipeline output corruption vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom-model init in notebooks and the other is non-persistent buffer corruption; not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom model initialization issue vs buffer initialization bug; distinct problems." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is not the same as the Mistral tokenizer patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both touch audio token/codec-style models, but MIMI padding-mask mismatch and DAC STE mismatch are separate numerical bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to the OmDet processor size regression." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer loading failures with no shared concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-Intelligence model loading failure vs Mistral tokenizer regex patch crash; separate issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Untied lm_head in a specific conditional-generation model is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and init_empty_weights unexpected argument error are distinct initialization/configuration issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Core v5 initialization-flag regression vs an mmap/OOM workaround on Strix Halo; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken constructor argument conflict is unrelated to the Physical-Intelligence model loading problem." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen visual/video regressions, but one is broad video-input breakage and the other is a specific still-image rope-index scaling bug; not clearly the same concrete issue." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-tokens conflict and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-image iterable dataset failure is not the same as the Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure is unrelated to the float8 storage lookup error." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffer junk are separate v5 breakages." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Voxtral AutoTokenizer error-message issue and Apple Silicon caching allocator TypeError are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and generic loading noise are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Although both are Transformers v5 regressions, they affect different subsystems and are not the same code-path problem." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both point to the same TensorFlow backend packaging/dependency issue: torch extra installs/declares TensorFlow-related backend pieces incorrectly, leading to missing/undefined tf backend behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are grounded and conservative. The two accepted pairs are plausibly the same bugfix class from the packet titles: Qwen3.5 save_pretrained regression, and the TensorFlow backend packaging issue. The rejections avoid over-collapsing merely related model families or v5 regressions into duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43454|issue:44466", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "c55b7bc7fb2a48c73bab125f0cde18c11589ece5623d9b2c93cfb984a2b552cb", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster around Transformers v5/v5.x regressions, model-loading bugs, and a few Qwen/VL-specific issues; the soft links are thematic but not the same concrete bug in most cases.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-like report in the set: it captures the shared theme of recent Transformers versions breaking model loading/remote-code behavior, which best represents this mixed regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is also the best global representative because it is the most general and central of the reports, while the others are narrower, model-specific manifestations or unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special-token behavior, but one is runtime post-processor refresh and the other is add_special_tokens/BOS-EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different subsystems and failure modes: Video-LLaVA tower weights/temporal attention vs Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated bugs: Whisper model runtime failure vs missing Float8 storage object." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Same model family, but different training failures and likely different code paths: multi-GPU training vs iterable-dataset multi-image batching." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different layers: compiled flex_attention on torch 2.9 vs a broad remote_code/model-loading regression in Transformers." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is generic loading noise/logging, the other is a concrete tokenizer-loading regression for a specific model." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is ignoring tokenizer.json and the other is wrong token IDs for Granite models; not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device_map/offload loading failure vs MoE training memory usage." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but one is flash_attention_3 causing degenerate training and the other is a num_labels=1 loss edge case." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode usage and the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training scenarios: progressive generation with inputs_embeds/past_key_values vs multi-image fine-tuning." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different implementation bugs: ModelOutput key assignment vs non-persistent buffer serialization." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated: GGUF loading vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are TypeErrors in v5-era loading, but one is init_empty_weights/_is_hf_initialized and the other is Float8 storage resolution." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but one is missing padding-mask support in MIMI and the other is Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is iterable-dataset multi-image finetuning and the other is video vision_position_ids." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: non-persistent buffers being filled with junk vs ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different areas entirely: Qwen3 device mapping/cuda assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input position ids; not clearly the same concrete defect." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: SigLIP2 AutoModel/pipeline output vs Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized handling and bfloat16 dtype mismatches are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs a vLLM model-loading problem." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 breakage theme, but different concrete bugs: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch lm_head/tied weights, but one is a model-specific tie failure and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling bug vs Kosmos2.5 OCR long-input index error are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:43881|issue:44488", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44291|issue:44877", + "issue:44568|issue:45920", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43317|issue:43873", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43526|issue:43883", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "37bb9ab5ff74410f167691d28aa8f2c6c222f6bbcc4caef8937626bd8f84472b", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "The set is mostly a heterogeneous mix of Transformers v5 regressions, model-loading failures, and device/offload bugs. I found no soft pair that looks like the same underlying defect, so all candidate duplicate links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here: it describes a v5 tokenizer bug affecting multiple models, so it is the best umbrella-style anchor among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most representative issue to keep as the cluster\u2019s anchor because it is specific enough to be actionable yet broad enough to summarize a family of tokenizer regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are model-loading failures, but they point to different breakages and different affected models; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different failure modes: FineGrainedFP8Config vs GGUF loading under v5." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a quantization memory regression and the other is a model-specific CUDA OOM; not the same code-path." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a PaddleOCR-VL/vLLM load failure, the other is a torch/transformers version incompatibility; too different." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume-checkpoint key mismatch and rope-index scaling are unrelated issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but on different models and with no evidence of the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression and device-mismatch during forward are different bugs in different model families." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and torch.export failure with torch_compilable_check are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are different subsystems and defects." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "These are both loading-related, but one is init_empty_weights argument handling and the other is strict config validation." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization, but one is a missing special-token insertion for one tokenizer while the other is wrong token IDs across many models; not clearly the same bug." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are not the same underlying problem." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export failure via torch_compilable_check are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch on CPU offload and DAC.from_latents vs forward mismatch are different model behaviors." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Both are generation/model-execution issues, but they involve different models and distinct failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device errors; not a plausible single merged fix." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying in AyaVision and torch.compile/SDPA failure in Bamba are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is a dequantized-model load failure and the other is a broader offloading complaint; insufficient evidence of the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask inconsistency in MIMI and OmDet-Turbo processor/model size mismatch are different issues." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL finetuning with multi-image batches are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for Qwen multimodal configs are different config bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-related correctness bugs, but one is batch padding-mask behavior and the other is interpolation at non-default resolution." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion and a missing supports_gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated implementation bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying and dtype mismatches in bfloat16 inference do not share the same fix path." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a benchmark and ineffective gradient checkpointing with LoRA are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model-loading failure for glm-4v-9b and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:45632|issue:45684", + "issue:44387|issue:45704", + "issue:43577|issue:43708", + "issue:44423|issue:45406", + "issue:43873|issue:44756", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "da369654bd89d2681a7ed69250cbe8a1ae0d8a909df13df765b9014fcac4c107", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37360, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Transformers issues, and the soft-similarity pairs mostly look like false positives. They share broad themes like loading, offloading, tokenization, and multimodal models, but not the same concrete bug or code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a true canonical duplicate for this set; if one representative is needed, issue 43873 is the broadest offloading/quantization report and has the strongest cross-reference signal, but it still does not cover the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained-related regressions, but one is tied-weight serialization and the other is visual encoder key handling for Qwen3.5; different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different failure modes: FSDP CPU RAM efficient loading vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different models and code paths: AyaVision lm_head tying vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different symptoms and contexts: Qwen3 auto device-map CUDA assert vs Llava Next segfault on load." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenization, but they affect different models and distinct breakages." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same broad model family, but one is an A800 CUDA assert under auto device mapping and the other is a flash-attention generation regression." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma generations and different bugs: variable name collision in forward vs device mismatch with auto device_map." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: a 3d_parallel.py runtime issue vs a Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "WikiText perplexity on gpt-oss-20b is not the same as a tokenization-version change regression." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different models and bug classes: untied lm_head weights vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization OOM in v5 and the other is a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated issues: dtype remaining float32 in BLIP2 vs Trainer max_steps miscalculation on resume." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve, but the concrete failures differ: string .to() misuse vs missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Completely different areas: CustomTrainer compute_loss signature regression vs 3d_parallel.py startup failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different root causes: strict config validation vs tokenizer loading regression for a specific model." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: torch.compile/SDPA failure vs packed weights not unpacked during accelerate loading." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature breakage is unrelated to Qwen3Moe FineGrainedFP8Config loading failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenization changes across versions." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/processor issues, but they affect different models and different preprocessing expectations." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash for NER inputs is not the same as OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 failures: video input regression vs SFT trainer embedding unpacking." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different concrete failures: torch.compile+SDPA on Bamba vs device mismatch during CPU offload on Bark." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different subsystems and symptoms; no shared underlying bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both touch model loading/quantization, but the failures are distinct and model-specific." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom model processor/tokenizer regression is broader in appearance, but not the same bug as a version-to-version tokenization change." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and different code paths: CamemBERT masked-LM predictions vs Qwen3.5 cache state reset." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both concern Qwen/GPT-OSS models, but the reported failures are different: CUDA assert on load vs TP-only not working." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "58f1cdaa43ac0a9e014c8e6216b0bec35e15e18fa51b3140782fb20a7750be72", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36657, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are unrelated bugs across different models/subsystems. The only clear duplicate pair is the two Qwen2_5_VLProcessor.apply_chat_template crash reports with the same batched-input + padding=False failure mode.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the cleaner canonical issue: it names the exact crash path, and issue:44545 appears to report the same batched-input/padding=False failure with near-identical reproduction.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue representative because it is specific, actionable, and has an almost identical duplicate counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex-loading crash and the other is a Granite token-ID regression; different code paths and failures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "One is a video-input processing error in Qwen3OmniMoe; the other is a from_pretrained weight_only loading error in Qwen3VL." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and a 3d_parallel.py runtime problem are different issues." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is about runtime post-processor updates and the other is a silent wrong-token-ID regression; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and different failure modes (NER/batching crash vs AttributeError on tasks)." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are distinct model/runtime problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox odd behavior are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to Qwen3.5 streaming chat/completions failures." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A specific tokenizer post-processor bug is not the same as the broader 'tokenization changes' report." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are separate documentation issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and the T5 FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False; titles and failure mode match closely." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and composite Qwen 3.5/3.6 text_config unwrapping are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and undefined video-token helpers in multimodal token counting are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation for num_labels and degenerate zero-loss behavior are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer backend post-processor updates and DiaConfig save/load custom token ID loss are different issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings and incorrect visual-encoder keys on save_pretrained are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatches in bfloat16 inference are different problems." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and qwen2.5-vl video vision_position_ids bug are distinct." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading reports for different models; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicate pair (issue:44514 / issue:44545) is well-supported by nearly identical titles. The other pairwise rejections are conservative and consistent with the issue titles; no clear overclaim stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "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:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:44918|issue:44936", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:41720|issue:45704", + "issue:39692|issue:43873", + "issue:45356|issue:45907", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:43596|issue:44220", + "issue:42915|issue:43746", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:30064|issue:36010", + "issue:43618|issue:43697" + ], + "prepared_review_unit_hash": "f920db2ff1b1b06296039e8d8af444aa56ce322a2b7d8e42bdb90349bb1f62fb", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs point to unrelated tokenizer, multimodal, quantization, training, and loading regressions rather than a single duplicate set. I rejected every soft edge.", + "confidence": 0.79, + "canonical_issue_reason": "No strong canonical issue exists here; the items span many unrelated bugs and features, so any single issue would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is a good representative because the cluster is not one underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different problems: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated regressions: model loading failure vs PIL image processor requiring torchvision." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen configs, but one is multimodal text_config unwrapping and the other is CPU offload rotary embedding behavior." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: Qwen3 sliding_window behavior vs missing Float8 storage type during loading." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: T5 apex RMSNorm memory leak vs missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and failures: SigLIP2 example mismatch/quantization vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both tokenizer-related, but one is AddedToken special-arg duplication and the other is inability to load a specific model." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention.py crash on sink-less models vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: embedding unpacking with TRL SFT vs trainer.evaluate after trainer.train." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related to tokenizers, but one is runtime post-processor updates and the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different layers: Gemma-4 FSDP2 shared_kv_states bug vs missing checkpointing flag on a different model." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline behavior, but one is tokenizer cache loading and the other is mistral regex patch calling model_info()." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training/parallelism issues: eval-mode checkpointing vs DeepSpeed ZeRO-3 gradient inflation." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but they affect different tokenizer classes and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different issues: SigLIP2 model/pipeline output regression vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-related but one is a missing pad_token_id attribute and the other is a sliding_window behavior bug." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different problems: T5 apex RMSNorm memory leak vs Qwen3.5 MoE rotary embedding offload compatibility." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer area, but one is a hard crash in _patch_mistral_regex and the other is a Kimi-K2.5 regression with codec handling/warning text." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different domains: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different concerns: documentation/example model mismatch vs offloading with quantization." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a tokenizer regression and the other is list_repo_files not forwarding revision." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different bugs: GraniteSpeech PEFT local checkpoint loading vs offloading with quantization." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different areas: Qwen2.5-VL IterableDataset multi-image finetuning vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different model/config paths: Qwen3Moe FineGrainedFP8Config vs GraniteSpeech PEFT local loading." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are model internals, but one is packed-weight unpacking in accelerate loading and the other is DAC latent/STE mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: Qwen3OmniMoe video input processing vs Gemma 3n audio_mel_mask variable collision." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated: audio feature extraction vs add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and eras: image processor void segmentation maps vs GenerationMixin import error." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different models and symptoms: CLIPOutput attentions assignment vs RTDetrV2 output differences in v5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "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:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43653|issue:43720", + "issue:43335|issue:43756", + "issue:43295|issue:45834", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:44062|issue:44488", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:41720|issue:44991" + ], + "prepared_review_unit_hash": "a260a38cfe65a595b64c353a341baf81b05c38ee8ceb9124b94a692027e86887", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports across unrelated models/components; the only real overlap is a few broad tokenizer/remote_code regressions, but none look like the same concrete fixable bug.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true canonical duplicate target here: the cluster spans many unrelated regressions, model-specific failures, and docs/API problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella for remote_code-related regressions, but it is still too generic to serve as a true duplicate canonical for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both concern model behavior, but one is bad input-validation messaging and the other is a degenerate loss for num_labels=1; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation at zero layers is not the same as Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error; different models and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral dtype mismatch and Gemma3n variable-name collision are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as a bfloat16 dtype mismatch in different models." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA compile issue and DAC forward/from_latents mismatch are different concrete code paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram-not-implemented are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken kwarg collision is not the same as sleng-bert tokenizer loading failure." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver resolution failure are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration and DAC STE mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are different regressions." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields in trust_remote_code configs and granite_speech strict-config loading are not the same underlying issue." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update behavior and Whisper batch_decode skip_special_tokens handling are different tokenizer problems." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA missing temporal attention/weight sharing are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError and Qwen2.5-VL vision_position_ids mismatch are different model-specific failures." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are not the same fix." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 regressions, but they affect different models and outputs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example issues do not match Kosmos2.5 long-input indexing." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is a specific missing-helper regression, while 45020 is only a broad umbrella for remote_code breakages." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task messaging and SigLIP2 nonsensical outputs are different problems." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer compute_loss kwargs are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion and docs still mentioning removed pipeline tasks are not duplicates." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and est-roberta tokenizer loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:44671|issue:45701", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:45459|issue:45803", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "0e24d5f774e5741b6b123c0dddf3fc5a974e5b02448ce761a89515a5547a4c88", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36387, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of unrelated Transformer issues; none of the soft pairs look like true duplicates of the same bug or change.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43749 is the strongest standalone report here: it has the most discussion and inbound references, and it describes a concrete, high-impact regression with a clear loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most actionable and representative issue in the set, with clear repro context and notable community impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: one is AutoImageProcessor URL loading, the other is a template compilation error." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime regressions, but they describe different failure modes and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer problems: LayoutLMv2 NER/batching crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms; one is a Qwen VL video regression, the other is a Kosmos2.5 OCR indexing issue." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device-mismatch CPU offload bug vs dtype mismatch in bf16 inference; not the same underlying defect." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention v5 pipeline removal, but one is an error message bug and the other is stale docs; separate fixes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer-related issues: mask/tensor shape mismatch versus evaluate() failing after train()." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as a general tokenization-version change report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size bug and bf16 dtype mismatch are different problems." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-VL family issues, but one is a weight_only load error and the other is a rope/indexing bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure is a different code path from dtype mismatch during inference." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package backend/install issue versus a tokenizer regex-patching crash; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Two different processor/tokenizer attribute errors on different model families." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading regressions, but the broken paths are distinct and not mergeable as one fix." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No clear common bug; one is a vague request, the other is an isolated reproduction report." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Related warning language, but different models and likely different underlying tied-weights behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator TypeError and CUDA float16 loss crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug versus DAC latent reconstruction mismatch; different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output regression are not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice preset bug and Trainer compute_loss signature break are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error is unrelated to CLIPTokenizer's model_max_length bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM loading key error versus a broad remote_code compatibility regression; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug and MXFP4 quantization loading issue are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43257|issue:43329", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43257|issue:43696", + "issue:43454|issue:43577", + "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:44568|issue:45488", + "issue:43257|issue:43931", + "issue:43606|issue:45859", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:44479|issue:45381" + ], + "prepared_review_unit_hash": "5cf1c5893ae53d9527f90efa0a1552b29b8f26dc89fa45552621fb44a91a6c2f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36982, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated Transformer bugs that only share broad themes like loading, tokenization, or video/VLM handling. I found one plausible duplicate pair in the Qwen video-input regression subgroup; the rest are distinct issues.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the Qwen video-input regression family, and it cleanly covers the more specific qwen2.5-vl symptom in issue:45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best global anchor because it captures the shared video-input regression across multiple Qwen VL variants rather than a narrow single-model manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures: zero3/non-pretrained Bert indexing vs evaluate-after-train behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file/from_pretrained breakage and the other is a tokenizer-specific regression for est-roberta." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated bugs: local checkpoint/PEFT loading vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific inference bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different root causes: missing Float8 storage handling vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-loading test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different mechanisms: DAC from_latents mismatch vs DiaConfig save/load losing token IDs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc/example issues for SigLIP2 are not the same bug as gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Both involve Qwen/MoE or multimodal code, but one is loading/weight conversion and the other is undefined video-token helper paths." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different API breakages: GenerationMixin import error vs custom models in Jupyter notebooks." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different loading/packing bug vs a processor input-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile with SDPA in Bamba is unrelated to the gpt-oss quantization loading regression." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight-conversion/loading bug is not the same as an out-of-memory failure." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-specific issues: lm_head tying vs dtype propagation for Blip2/Qformer." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video VLM paths, but one is an internal undefined-helper bug and the other is a broader Qwen VL video-input regression; not enough to treat as the same concrete issue." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio sampling-rate defaulting and Whisper batch decoding are separate processor behaviors." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to Qwen MoE weight conversion/loading." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are different trainer/library compatibility issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory/loading, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token regression for mdeberta-v3 is unrelated to Kimi-K2.5 codec/warning regression." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but trust_remote_code field loss is not the same as composite Qwen config unwrapping." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video helper functions are not the same as batched video processor output-shape errors." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions with different failure modes and model families." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen MoE weight conversion/loading and Qwen3-VL weight-shape mismatch are separate loading problems." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to Qwen3_5Moe rotary embedding CPU-offload compatibility." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is distinct from the broader tokenization-version-change report." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key regression are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same video-input regression family: both target Qwen VL video handling in v5.3.0, and 45381 looks like the more specific qwen2.5-vl manifestation of the broader 44479 report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are conservative false matches based on clearly different titles and bug shapes, and the single accepted pair (issue:44479 / issue:45381) is plausibly the same Qwen video-input regression family. I don\u2019t see any overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:43257|issue:43756", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:42915|issue:44821", + "issue:44987|issue:45907", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:42175|issue:43824", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:43404|issue:45987", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:43906|issue:45381", + "issue:28282|issue:34689", + "issue:42915|issue:43749", + "issue:43742|issue:44291", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:43540|issue:45823", + "issue:43756|issue:45325", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "d122f732a4fb163fc6b81d49282b839f0399dd5a230ba4c0d7c7a696d24f7b91", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of Transformers issues. Most items are unrelated regressions or feature bugs that only share broad \u201cloading/runtime/model\u201d wording, so the soft edges look like false positives rather than true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42915 is the closest hub by soft-similarity and is a concrete, well-scoped model-loading/quantization bug, but it should be treated only as a representative anchor, not as a duplicate sink for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42915 is the most representative issue in this mixed set because it is specific, reproducible, and sits near the center of the weak similarity links. It still does not imply the other issues are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading-related, but one is Qwen3MoE FP8 config behavior and the other is a MobileLLM key error; different model families and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE-layer selection." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for one repo and CLIP tokenizer max-length configuration for another are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading and TrainerState token-count tracking are entirely different issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "cudaErrorAssert with auto device mapping on A800 and Qwen3OmniMoe video input ValueError are different failure modes and paths." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading regression and Apple Silicon caching_allocator_warmup TypeError do not share a concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3MoE FP8 loading and AutoImageProcessor-from-URL behavior are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model/tokenizer loading regression is not the same as list_repo_files failing to forward revision." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 config issues and CLIPTokenizer model_max_length semantics are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are different model/config bugs." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map=auto offload loading and CLIPTokenizer max_length are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video, but they affect different Qwen variants and different regressions." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3-VL embedding StopIteration are separate video-input bugs." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in pip extras and missing Qwen2_5_VL import are unrelated packaging/import problems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and tokenizer loading for EMBEDDIA/est-roberta are different tokenizer issues." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype staying float32 and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are both dtype-related but not the same code path." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 load failure are unrelated environment issues." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different model behaviors." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head tying in Mistral3ForConditionalGeneration is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and the PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package backend omission and failure to load cjvt/sleng-bert are not the same issue." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of an older issue and Qwen2.5-VL video position-id regression are not duplicates." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch ImportError and a model-loading regression in Transformers 4.46.2 are both loading failures but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config behavior and FSDP CPU RAM efficient loading are different loading subsystems." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError on loading MobileLLM-125M and unexpected _is_hf_initialized in init_empty_weights are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-only positional encoding and flash_attention s_aux=None crash are separate implementation bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video parsing error and Gemma4 PLE device mismatch are different model-specific failures." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer selection and Qwen2.5-VL still-image temporal scaling are unrelated model architecture bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-missing ImportError and LayoutLMv3 box-information error are unrelated error-message/validation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45920" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43582|issue:43782", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:44484|issue:44704", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43452|issue:43577", + "issue:43819|issue:44811" + ], + "prepared_review_unit_hash": "f20dd4603fc7c3671c08a2b890344332746a9e09594d079a44fc0d8ebea86c12", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35233, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically broad but not duplicate-heavy: it mixes unrelated v5 regressions across tokenization, model loading, config propagation, training, and processor behavior. The soft pairs mostly share only surface-level similarity (e.g. \u201cloading\u201d or \u201ctokenizer\u201d wording) rather than the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target here; the items span different code paths and symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it is an active, broad regression report with multiple affected models and clear ecosystem impact, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one is a JAX-vs-HF implementation discrepancy and the other is bad outputs from AutoModel/pipeline; different failure modes and likely different fixes." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Both mention loading/runtime errors, but one is an Apple Silicon allocator TypeError and the other is a Qwen3VL weight_only loading error; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state token counting and a custom compute_loss signature mismatch are separate trainer issues with different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken constructor conflict and the other is a Mistral regex patch crash; unrelated root causes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` with an unexpected init arg and loading AutoImageProcessor from URL are unrelated loading problems." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is incorrect visual encoder key serialization and the other is wrong token IDs from AutoTokenizer; different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict validation; not the same issue." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "These are separate multimodal model failures with different models and symptoms; too broad to merge." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but one is a gguf_file breakage and the other is a specific model load failure; no shared concrete code-path." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend processor torchvision dependency and Mistral regex crash are unrelated processor/tokenizer issues." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error loading MobileLLM and missing Float8 storage type are different low-level loading/runtime problems." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump problem, the other is stale auto_mappings references causing CI breakage; not duplicates." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained regression are separate model-specific regressions." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary loss normalization and FSDP CPU RAM efficient loading touch different training subsystems and different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are chat-template/vision related, but one crashes on tool-call assistant messages and the other has wrong vision_position_ids for video input; distinct code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver interpolation failure are unrelated model-loading/model-forward issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing and AutoProcessor kwargs forwarding are unrelated API concerns." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different failures in different layers." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension runtime error and LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are different config-handling bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is batched padding behavior and the other is assistant messages with tool calls and no content; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file load failures and offline mistral regex patch behavior are unrelated tokenizer/model-loading problems." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but one is inconsistent serialization of lm_head.weight and the other is translation model tied-weight issues; insufficient evidence they are the same concrete defect." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file breakage and BLIP2 dtype propagation are unrelated issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC forward/from_latents mismatch and Whisper batch_decode skip_special_tokens handling are different model/processor bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002" + ], + "soft_pairs": [ + "issue:43295|issue:45356", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:43643|issue:44561", + "issue:43688|issue:45440", + "issue:41720|issue:43906", + "issue:43653|issue:44568", + "issue:43688|issue:45704", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:28282|issue:35141", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:43577|issue:45588", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:32090|issue:33666" + ], + "prepared_review_unit_hash": "ed2887b0ca18c3b2886e9e064293f79da5b937642556b0056ecae72f0c79f658", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37658, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Transformers issues, not a tight duplicate cluster: it spans tokenization regressions, model-loading failures, training/device-map bugs, and generation correctness issues. No pull requests are present.", + "confidence": 0.83, + "canonical_issue_reason": "Most umbrella-like report in the set: a broad Transformers v5 custom-model initialization regression. It is the closest representative of the overall mix, though the items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Best representative of the cluster because it describes a broad framework-level regression affecting custom model initialization, unlike the many model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different bugs: processor/tokenizer image handling regression vs tokenizer codec/regex regression." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures: trainer evaluate-after-train issue vs Gemma4 device-mismatch forward bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated symptoms: zero probabilities in SigLIP2 vs processor/tokenizer regression." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems: segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but they hit different code paths and model logic." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs on different models and failure modes." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke task AttributeError is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is a removed helper causing model breakage." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE problems: auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "No clear match: Qwen3 auto device-map cuda assert vs an isolated reproduction of another issue." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token issues, but they affect different tokenizers and have different concrete symptoms." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different model families and bugs: MoE loss scaling vs T5 RMSNorm memory leak." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to Trainer NoneType broadcast errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing torch dependency vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention embedding bug and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model correctness bugs: Blip2 dtype propagation vs RTDetrV2 output divergence." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific MoE loss-normalization bug; the other is a broad tokenization version-change report." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is offline network access and the other is tokenizer loading failure." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression is not the same as FSDP CPU RAM efficient loading being broken." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different token metadata bugs: BigBird special-token registration vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different concrete bugs: torch.compile/SDPA failure vs config token-ID loss causing generation IndexError." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is compiled-forward inconsistency and the other is flash-attention behavior on Qwen3.5." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different problem domains: torch.compile SDPA failure vs tokenizer AttributeError in tasks." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization-version change report does not match an isolated reproduction of another issue." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype propagation and flash_attention s_aux=None crash are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field load failure for Beit is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading issues: legacy preset field vs packed-weights unpacking in accelerate." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to num_input_tokens_seen not updating." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different regressions: Qwen3 auto device mapping cuda assert vs compiled-forward generation inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Both concern loading/processor behavior, but they are distinct models and distinct mismatches." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44821", + "issue:44843", + 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"issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43646|issue:44466" + ], + "prepared_review_unit_hash": "dae9cc122396732359ef0a7f779b681e9bd21055b8584f6e6849c49788a720ea", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the soft pairs mostly share only broad themes like loading regressions, tokenizer/config breakage, or model-specific failures, but they point to different code paths and different models. No soft edge looks like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous (tokenization, config migration, model loading, training, docs/CI) and none clearly subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "If an anchor is needed, issue 45812 is the strongest standalone report by activity/inbound refs, but it is specific to Granite token IDs and is not a good dedupe representative for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but one is about gguf_file handling in tokenizer/model loaders and the other is a specific model load failure for ScandiBERT; different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval vs auxiliary-loss normalization are unrelated training behaviors, not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A key error when loading MobileLLM and a failure to load AutoImageProcessor from URL involve different APIs and code paths." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and an ImportError for GenerationMixin are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is a hidden-states bug in Qwen3.5 generation, the other is incorrect visual-encoder keys on save_pretrained; different symptoms and fixes." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and DiaConfig losing custom token IDs are different subsystems." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline translation-task error message are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to DiaConfig token-ID persistence and generation errors." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and a multimodal processor/tokenizer regression are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing padding-token fields, but they affect different configs (Llama4 vs StableLm) and different attribute names." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and GPTNeoX rotary_pct reload behavior are unrelated configuration bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mdeberta-v3-base missing BOS/EOS insertion is a tokenizer special-token regression, while 45812 is Granite token-ID misgeneration; different models and mechanisms." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and a MacOS bus error with CLIP are completely different failures." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature breakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example errors and SigLIP2 HF-vs-JAX implementation discrepancy are related in model name only, but not the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3.5 flash-attention generation issues are different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure and an unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient inflation are different model/training issues." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "A bare except swallowing errors in Fuyu tensor conversion and StaticCache returning a tensor instead of int are unrelated utility bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change during eval and abnormal gradient growth under ZeRO-3 do not share the same root cause." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and StableLm missing pad_token_idx are different model configs, not one bug." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer selection and qwen3_omni_moe feature-extraction length calculations are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE accelerate/deepspeed weight conversion and Qwen3VL Moe loading regression are different loading failures." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_id on Qwen3-VL config is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen 3.5/3.6 multimodal configs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting in text-only fine-tuning and Gemma4 multi-GPU CUDA OOM are different issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert and offline failure caused by unconditional model_info() calls are different tokenizer-loading problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example problems and a v4.57.5 multimodal processor/tokenizer regression are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 and lm_head.weight serialization differing by device are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45823" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:44521|issue:45290", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45084|issue:45520", + "issue:43232|issue:44849" + ], + "prepared_review_unit_hash": "b05bc960f19465d4b43d4a30c87fb5f336cfda2e9bcc9f8b6fafcb56faf056fc", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34769, + "estimated_input_tokens": 8693, + "estimated_eval_tokens": 17642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the soft pairs only share broad subsystems or model families, not the same concrete bug or change. I would reject all soft edges and treat the set as unrelated issues grouped by loose similarity.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items cover distinct bugs across loading, tokenization, generation, training, serving, and CI failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate. If forced, the most detailed/central-looking report is not sufficient to represent the cluster because it does not match the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference problems, but one is CUDA OOM and the other is a device-mismatch forward bug; different failure modes and likely different fixes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class and a Float8 storage lookup error are unrelated code paths." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for BEiT semantic segmentation and CPU-offload device mismatch for bark-small are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve recent version changes, but one is a missing config field and the other is an unexpected init argument during empty-weight loading." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config classes and different failure modes: lost custom token IDs vs AttributeError on tasks." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A missing Float8 storage type and a flash_attn import KeyError are distinct environment/import issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both touch transformers serve, but one crashes in multimodal continuous batching and the other in KV-cache continuation indexing; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling after align_special_tokens are different generation bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsense outputs and unexpected key-position-id warnings are different model behavior issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for a Qwen model and a PEFT version bump/release mismatch are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation and resume_from_checkpoint key mismatch are different training-state problems." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure and a PEFT dependency version issue are not the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template issues, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a GPT-oss CUDA OOM do not share the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training and a multimodal model load failure are different issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token counting are separate concerns." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug and a PyTorch version check for flex_attention imports are not the same concrete problem." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 token-type-id defaults are different multimodal bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and Siglip2 zero probabilities are unrelated model behaviors." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44315", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45563", + "issue:45823" + ], + "soft_pairs": [ + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43572|issue:44987", + "issue:45200|issue:45325", + "issue:37428|issue:43824", + "issue:43572|issue:43957", + "issue:43844|issue:44936", + "issue:43295|issue:43450", + "issue:43334|issue:43525", + "issue:43295|issue:43873", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42490|issue:43493", + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43575" + ], + "prepared_review_unit_hash": "caed869de42c21af4c40ad298961d4f9893b49a109e985027d79a42377c8bd1c", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37236, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity set of unrelated transformer regressions, import errors, and model-specific bugs; I don\u2019t see any soft pair that clearly represents the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43824 has the strongest discussion/inbound-reference signal and is a concrete user-facing regression, so it\u2019s the best anchor issue in this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most central and visible issue by activity, but it is still too narrow to serve as a true umbrella for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different failures in different models: bfloat16 dtype mismatch vs save_pretrained/tokenization breakage." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is text-only mm_token_type_ids defaulting, the other is a device_map forward mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing flash-attention helper versus meta-device loading failures; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Model_init/Liger Kernel application issue and a Qwen3.5 hidden-states bug are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer/image passthrough regression versus wrong processor output size; separate bugs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and tokenizer codec handling are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Interpolation/image-classification failure and RT-DETR memory leak are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale generate() warning do not share a concrete root cause." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast are different failures." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different regressions." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient growth and trainer.evaluate() failing after train are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom processor/tokenizer regression and video batched shape handling are distinct issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id), but for different model configs and likely different fixes." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2_5_VL export and DeepSeek detokenization regression are different bugs." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label truncation and BeitImageProcessorFast reduce_labels are separate functions and failures." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same method area, but one is a batched padding=False crash and the other is all-zero assistant masks; not clearly the same underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are different tokenization bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype drift and Qwen3 MoE memory usage are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/API-deprecation complaints, but they cover different pipelines and different removed parameters." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:44857|issue:45593", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:44360|issue:44561", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:43335|issue:45072", + "issue:38175|issue:44493", + "issue:43335|issue:45593", + "issue:44561|issue:44779", + "issue:44462|issue:44561" + ], + "prepared_review_unit_hash": "40169831aa24762cac04a0de2de99878b6e962139806f93e199d3e297ee3ea5f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38014, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues linked only by soft similarity. Only one pair is a clear duplicate: the Qwen3.5 MoE `from_pretrained` error appears twice with the same title and same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the earlier report of the Qwen3.5 MoE `from_pretrained` failure and is duplicated later by 45478 with the same title and problem description.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best issue representative because it is the earliest, matches the duplicate report exactly, and has slightly more opportunity for discussion/context than the later duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: one is a feature-extractor argument crash, the other is a Whisper generation failure after token alignment." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: LoRA merge / tied embeddings versus a category-count runtime limit." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths in different models; DAC latent reconstruction mismatch is not the same as qwen3_omni_moe length calculation behavior." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE behavior and GraniteSpeech stale-device test failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video processor shape handling are different issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model families and failures: processor input-size mismatch versus AMP/CUDA loss crash." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention import and a Torch 2.10 compatibility issue are not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer misconfiguration and torch.compile SDPA failure are different problems." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template/tool-call crash and Qwen2.5-VL video position-id issue are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Output drift for Pegasus v4/v5 and qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type-id defaulting and flash-attention `s_aux=None` handling are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch and pipeline translation-task messaging are different issues." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to `is_torch_fx_available` removal breaking `trust_remote_code` models." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading issues." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma-related failures: unsupported feature-extractor arg versus device mismatch during forward." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and BeitImageProcessorFast `reduce_labels` behavior are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and GraniteSpeech CI device-override flake are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer config bug and BEiT legacy-field loading bug are different problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, and same `from_pretrained` failure; this is a clear duplicate report." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different model/dtype problems: SwitchTransformers sparse-layer config versus bfloat16 inference mismatches." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-info error messaging and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch and position-id key regressions are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer v5 regression are different issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "`is_torch_fx_available` removal breakage and Deepseek tokenizer regression are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and `is_torch_fx_available` removal are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and appropriately conservative. The only accepted soft edge, issue:45310 \u2194 issue:45478, is well supported by the identical title and matching Qwen3.5 MoE from_pretrained failure; the rest are reasonably treated as unrelated soft similarities." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:44292|issue:45520", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:43723|issue:44554", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "issue:44977|issue:45563", + "issue:43927|issue:45698", + "issue:43701|issue:45083", + "issue:44568|issue:45491", + "issue:43550|issue:45083", + "issue:45198|issue:45803", + "issue:37428|issue:44987", + "issue:43873|issue:44493", + "issue:45372|issue:45588", + "issue:29942|issue:35141", + "issue:45459|issue:45712", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:43278|issue:43329", + "issue:41720|issue:45229", + "issue:10000|issue:15354" + ], + "prepared_review_unit_hash": "3334ba41d005cbd35b01106150a651a770824197dd0c43b73f48990285af8481", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are broadly heterogeneous: they span unrelated model-specific failures, tokenizer/config serialization bugs, CI-only regressions, attention/offloading issues, and import errors. None of the suggested soft edges look like the same underlying bug or change, so they should all stay separate.", + "confidence": 0.21, + "canonical_issue_reason": "issue:43873 is the broadest, currently open infrastructure bug in the set and has the most surrounding references, so it is the best anchor if one issue must represent the group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it is active and comparatively general (offloading/quantization), but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated scopes: BitNet packed-weights loading bug vs GraniteSpeech CI device-override test flake." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both are model/inference problems, but one is flash-attention generation behavior and the other is multi-GPU CUDA OOM for Gemma4." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to GLM-4.7-Flash loading failure in tests." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 model loading regression and token-embedding reinit on resize are different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is not the same bug as float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same underlying issue as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype problems, but they affect different models and different failures; not the same concrete bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and stale num_return_sequences warning in paged generate are different issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost after save/load is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta special-token regression and Gemma3 NaN embeddings with sliding-window attention are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature bare-except error hiding are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/imports, but the specific flash_attention_utils import error and the physical-intelligence/fast load failure are not clearly the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and unexpected position-id key warnings are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure due to ReasoningEffort is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests do not match the token-embedding reinitialization bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes leaking into dir(transformers) are different maintenance bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS bus error with CLIP are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization regression is not the same as Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit RuntimeError and stale paged-generate warning are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guards/erfinv support and flash_attention.py s_aux=None crash are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change and undefined video-token helper variables are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same problem as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp unsupported by torch.jit.script are unrelated, years apart, and on different models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:25251", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43653", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:42490|issue:43575", + "issue:43065|issue:43994", + "issue:28218|issue:29127", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:44206|issue:44479", + "issue:43066|issue:44462", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:44451|issue:45520", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:42490|issue:43873" + ], + "prepared_review_unit_hash": "b33a337b833dfea69b8d198c561b8146ac57c30410103fcae66f580fdacca1fb", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of unrelated transformer bugs and regressions, not a true duplicate set. None of the soft edges are close enough to merge into a single underlying issue/change.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue: the items span different subsystems and failure modes, so there is no single underlying bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good dedupe representative; the cluster is heterogeneous, so picking one would misrepresent the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different problems: Python version support regression vs DeepseekV3 implementation divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is a missing dependency import and the other is a processor attribute crash; not the same code-path bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated issues: trailing-slash local path warning vs tensor-parallel OOM on a specific Qwen model." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model families and failures: dummy Conv2d in Sam3PixelDecoder vs wrong SigLIP2 outputs in AutoModel/pipeline." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer whitespace bug vs LayoutLMv3 error-message clarity issue; not the same defect." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import breakage is distinct from tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems: Sam3PixelDecoder implementation detail vs RT-DETR memory release bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different crash paths: LwDetrImageLoss AMP/CUDA failure vs flash_attention integration crashing on sink-less models." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 behavior regressions, but one is generation output mismatch and the other is lm_head serialization inconsistency; not one concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash on s_aux=None is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration bug vs Qwen3.5 recurrent-state reset bug; unrelated code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval vs gradient checkpointing being unsupported in eval mode are different issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer NoneType broadcast failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; different components and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference regression is unrelated to RT-DETR object lifetime/memory cleanup." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression is not the same as Qwen VL video input regression." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 is different from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer/model bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3 MOE FP8 load failure and quantized model saving failure are both quantization-adjacent but not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are separate issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is not the same underlying bug as DeepseekV3 divergence." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 mixed-length NaN embeddings are different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MOE weight conversion failure and embedding dtype drift in eval are distinct problems." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are separate issues, one runtime and one docs/example." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to quantization offloading not working as expected." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + 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"truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No safe duplicate canon emerges here: the items span many unrelated bugs across tokenizers, generation, vision/audio processors, flash-attention, and import/runtime errors. All soft pairs appear to be false positives rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a reliable canonical because the cluster is heterogeneous and the soft pairs do not describe the same concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: OmDet input-size mismatch vs RT-DETR memory retention." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and bugs: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "One is a specific Qwen2.5-VL import error; the other is a broad dependency issue." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to FastSpeech2Conformer AutoTokenizer loading." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3.5 MoE CPU-offload rotary embedding." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing in eval mode and resume-from-checkpoint key mismatch are different code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizers/processors and failure modes; not the same underlying bug." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Failing Flash Attention 2 tests are not the same as a GenerationMixin import error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-info error and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issues are unrelated to the 2^24 categories limit error." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window padding." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are separate loading/configuration problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue is unrelated to LasrFeatureExtractor center-arg crash." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug does not match LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to gradient-checkpointing eval-mode behavior." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-flag duplication is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label trimming are different concerns." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading a model is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral-3 FlashAttention failure is unrelated to sink-less-models s_aux=None crash." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + 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"issue:43316|issue:43525", + "issue:44442|issue:44898", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43540|issue:44514" + ], + "prepared_review_unit_hash": "e2194f12140c9a5b38c54120236d217de2a092a9a3b5f1292939bf36067118c7", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, 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I did not find any soft pair that looks like the same underlying issue/change closely enough to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43749 is the strongest representative bug report here: it\u2019s a clear, high-impact regression with active discussion and inbound references, while most other items are narrower one-off failures or unrelated API/import issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best overall issue candidate because it is open, well-documented, and appears to be a broader runtime/regression problem with more downstream impact than the other mostly isolated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model initialization/post_init behavior, but one is a broad v5 custom-model init regression and the other is a specific PatchTSMixer `post_init` policy issue; not the same concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the triggers differ: tensor-parallel loading of a specific Qwen model vs increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "`sys.modules` access safety and DeepseekV3MoE divergence are unrelated code paths and fixes." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading failure and sequence-classification zero-loss behavior are unrelated issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading for a specific tokenizer and a bare-except bug in Fuyu tensor conversion are different components and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden-state regression and attention-kernel divergence under `torch.compile` are separate model/runtime bugs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Both involve multimodal/chat flows, but one is a video-input regression across Qwen VL variants and the other is a chat-template crash on assistant tool-call messages." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API inconsistencies, but they concern different models and different missing fields; not the same underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "These are different model families and different failure modes: tokenizer loading vs image-classification interpolation failure." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after `save_pretrained` are distinct serialization issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed+Adafactor OOM and `num_input_tokens_seen` not updating are unrelated trainer/runtime bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A path-trailing-slash import warning and recurrent-state reset in modular Qwen3.5 are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but one is tied to a specific Llama 3.2 vision model while the other is a broader `base_model_prefix` compatibility break." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and embedding reinitialization after resize are separate problems with no shared code-path evidence." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during optimizer use and a model-loading breakage for a specific model are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are different features and failure modes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape mismatch on loading a Qwen3-VL model and incorrect checkpoint saving in Qwen3.5 are separate load/save regressions." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer `post_init` policy and Qwen VL video-input regression are different model families and code paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and `from_config` not unwrapping `text_config` for Qwen multimodal configs are different config-handling bugs." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and tokenizer loading for FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different missing imports from different dependencies (`AutoImageProcessor` vs `ReasoningEffort`/`mistral_common`) and different failure surfaces." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "One is missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`, the other is config round-trip losing `rotary_pct`; same general area, but not the same concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatches are distinct loading problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression for a specific model and an import error for `GenerationMixin` are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 EOS-token config inconsistency are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and `compute_loss` signature breakage are unrelated trainer bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and unrecognized model/config loading for OLMo are different failures." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 indentation/script parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe and chat-template crashes on tool-call assistant messages are different multimodal/chat bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42175", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:43673|issue:44743", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:43550|issue:43701", + "issue:41950|issue:43475", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:43761|issue:44479", + "issue:43295|issue:44871", + "issue:45127|issue:45200", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44734|issue:45406", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:32090|issue:35141" + ], + "prepared_review_unit_hash": "de20eaba2db6c44559cef77b1076db3aba6bd92235df74c88856b90c5832308b", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose semantic grouping of Transformers issues, but the soft pairs span different subsystems and concrete failures. I don\u2019t see any true duplicate pair here, and there is no clear canonical issue for the whole set.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a reliable canonical anchor; the items mix unrelated bugs across loading, configs, pipelines, serving, training, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is too heterogeneous to summarize as one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/API complaints, but they affect different models and different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backends dependency issue vs a Gemma config API discrepancy." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "One is a Sam3PixelDecoder implementation detail; the other is a Sam3Video OOM problem." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and different code paths: weight tying vs FlashAttention failure." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output shape regression is unrelated to a missing PyTorch import." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generic cache missing in generation mixin vs recurrent-state reset in a specific modular model." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression vs an error-message wording issue in pipeline()." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Batch label truncation bug vs auxiliary-loss normalization bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question is unrelated to the missing transformers.onnx module import." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy change vs non-persistent buffer initialization bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is a different problem from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup issue vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP hidden_states regression vs video-input regression in Qwen VL models." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression does not match an eos_token_id configuration mismatch." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel execution failure vs large-model TP OOM are different distributed-training issues." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a 57B model is not the same as a key error loading MobileLLM." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file/from_pretrained handling bug vs missing model_type in config.json." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom model initialization breakage vs config reload losing rotary_pct." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field preset loading issue vs wrong custom module after save/load." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper's empty-transcription generation bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Vision hidden_states regression vs missing load-balancing loss when router logits are off." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch loading Qwen3-VL is unrelated to a tied-weights warning bug in Qwen3-Next." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast type error vs output embedding reinitialization after resizing token embeddings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:44521|issue:45381", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:43906|issue:45290", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:35141|issue:42490", + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43976|issue:44855", + "issue:44938|issue:45542", + "issue:43550|issue:44190", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600" + ], + "prepared_review_unit_hash": "136b0ebb3add57948a27f90fca47f916512d235e4548b52523ce0d0e9a447032", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35615, + "estimated_input_tokens": 8904, + "estimated_eval_tokens": 18064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bugs and regressions across different models, loaders, and utilities. None of the soft pairs look like the same underlying issue closely enough to merge, so all soft edges are rejected. There are no PRs in this cluster.", + "confidence": 0.87, + "canonical_issue_reason": "No true duplicate cluster here; if one issue must represent the set, issue #44521 is the most active/open and has the strongest inbound-reference signal, but it is not actually the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the best representative by activity and breadth of discussion, though the cluster is heterogeneous rather than a single defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning and the other is an empty-transcription crash; different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency is unrelated to the Gemma eos_token_id config mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a processor/model input-size mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is distinct from KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat, but assistant mask construction and vision_position_ids are different concrete bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() is not the same as SigLIP2 producing bad outputs via AutoModel/pipeline." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is not the same as the stale num_return_sequences warning." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "The reproduction issue is not clearly the same as the tool-call assistant-message crash." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk filling and GPTNeoX rotary_pct reload defaults are different config/runtime bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model with latest transformers." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and the 2^24 category limit are unrelated errors." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing/nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus model generation test failure is not the same as a Sam3LiteText auto-mapping cleanup issue." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError on import is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinit behavior is unrelated to the trailing-slash local-model import warning." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys in save_pretrained are different problems." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric truncation in gather_for_metrics is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor allocation in XLNet relative positional encoding is not the same as a bare-except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository I/O bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to a Python 3.13 import parsing failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init policy and ModelOutput key assignment are separate internals issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Broad Python-version compatibility failure is not the same as the DebertaV2Model JIT indentation/parsing bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in the training script." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX reload defaults do not describe the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are different code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but from different causes and in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:44496|issue:45803", + "issue:39692|issue:44190", + "issue:45276|issue:45584", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:41950|issue:44016", + "issue:43295|issue:45276", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:36246|issue:38617", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:42490|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:43976|issue:44987", + "issue:44016|issue:44062", + "issue:43673|issue:44336", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "afc5d86923e82108837e42fcb27a548157858791217f99c2eb43d08987f38fc1", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37072, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: mostly unrelated Transformers bugs around model loading, config, tokenizers, and a few import/runtime regressions. The proposed soft links are largely superficial keyword matches rather than the same underlying defect, so they should be rejected. No pull requests are present.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 44964 is the closest broad, user-visible regression in the set: it is a concrete model-loading failure against latest Transformers and is representative of the cluster\u2019s dominant loading/import/config theme, even though the other issues are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the strongest standalone issue to keep as the representative anchor: it is well-scoped, actionable, and broadly impactful compared with the many narrower or unrelated edge cases in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Completely different problems: a vague data request vs an audio feature extraction bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems and failures: SwitchTransformers config construction vs local dataset loading in an example script." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model/config loading error vs a bare-except bug in Fuyu tensor conversion; not the same code path." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Doc-example model/processor mismatch and quantization errors vs an image-classification training script dataset-loading issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/tied-weights behavior in Gemma4 vs Whisper generation on empty transcription; unrelated bugs." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime limit vs Whisper special-token generation failure; no shared defect." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they affect different models and different missing/default fields, so not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video pipeline processor lookup bug vs notebook syntax error; entirely different artifacts and failures." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression vs Gemma4 embedding resize behavior; different concrete code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and different modules, so they are not duplicates." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash vs server KV-cache continuation indexing crash; unrelated components." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs a dummy Conv2d issue in Sam3PixelDecoder; different model families and symptoms." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing symbols from different modules; similar import-error class, but not the same underlying fix." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is a version-check/import gating bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction failure; no overlap in code path." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific pip extra/backend packaging issue vs generic dependency issue; too broad and not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied lm_head weights vs rotary_pct not persisting on reload; different model-state bugs." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve weight serialization/tied weights, but they are different models and different regression mechanisms." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance regression vs unsafe sys.modules access; related area, but not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Server KV-cache continuation crash vs trust_remote_code cache-path collision; unrelated behaviors." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code models vs local cache-path collision; different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config return vs unrecognized model/config error; different loading problems." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local path warning vs cache-path collision for same leaf name; similar theme, but not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs stale auto_mappings reference to removed Sam3LiteText configs; different model-specific breakages." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech vs user-facing Phi-4 multimodal load failure; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different affected model and likely different stack path; both are load failures, but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure in Ministral-3; same family name only, not one issue." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility problem vs failing to load a specific model on transformers>=5.1.0; not the same defect." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; completely different issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression vs ANSI codes in loading_report; unrelated functionality." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs t5gemma embedding resize not propagating; different model APIs and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45907" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "feef4032c1f4a88bfd5add7997c5816e5bf1966c1d337b69f32bd06fbb0843a7", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive similarity bucket: the items cover unrelated tokenizer, multimodal, config, import, optimizer, and docs regressions. I would keep one broad tokenizer-loading regression as the representative issue, but none of the soft pairs look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44462 is the best representative because it is a concrete, user-facing core API regression in AutoTokenizer with broad impact and clearer generality than the more model-specific or docs-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest global representative for this cluster: it describes a widely applicable tokenizer-loading regression in a central API, with clear repro and broader relevance than the other highly specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs stale Sam3LiteText entries in auto_mappings.py." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast reduce_labels bug vs a TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different failure modes: unrecognized model/config loading vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and causes; not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen multimodal regressions, but one is model loading and the other is save_pretrained serialization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated: SGD optimizer arguments not applied vs a tie_word_embeddings warning in Qwen3.5 LoRA." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: t5gemma embedding resize bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "No common bug: Python version compatibility issue vs a generic dependency problem." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different training behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs-only TextClassificationPipeline issue vs model/config import error; not duplicate." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different concrete bugs: loading regression vs incorrect save_pretrained visual keys." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model/config loading, but the specific failure is different: missing model_type vs unwrap text_config behavior." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant mask generation vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated release/support issues: Python compatibility vs unreleased PEFT minimum version." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different training/config bugs: MoE load-balancing loss gating vs mm_token_type_ids defaulting." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report; 44351 is a specific HybridCache import failure. Not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different subsystems: video-classification processor lookup vs remote_code model breakage." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config issues: multimodal sub-config initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated: video-classification pipeline processor issue vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different symptoms and components: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different areas: Blip2 dtype propagation vs Qwen3.5 save_pretrained serialization regression." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: torch>=2.9 flex_attention compile failure vs tensorboard/TensorFlow backend dependency error." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is SigLIP2 example/model mismatch and the other is a pipeline parameter docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both mention Qwen multimodal loading, but the errors are different: missing import symbol vs model-load regression." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs an unreleased minimum PEFT version bump; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: processor.tokenizer API break vs incorrect Deepseek tokenization." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer bugs, but one ignores repository tokenizer.json while the other crashes in a Mistral regex patch." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related to tokenizer persistence, but save_pretrained tokenizer_class mismatch is distinct from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Completely different failures: tokenizer regex patch crash vs list_repo_files not forwarding revision." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44016|issue:44291", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:43650|issue:45290", + "issue:44623|issue:44749", + "issue:43441|issue:44683", + "issue:43653|issue:45593", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:44188|issue:44336" + ], + "prepared_review_unit_hash": "ac0c2adc52761eade67285d7a2ae72365676ab3582b041e2bcbf4750f8b00610", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35994, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated regression reports across different subsystems. I did not find any soft pair that appears to be the same underlying bug/change, so no soft duplicates are accepted.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it has substantial discussion/inbound references and describes a concrete, user-facing regression in a widely used API (`apply_chat_template`) affecting multimodal inputs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is also the best standalone issue in the set because it is specific, reproducible, and broad enough to represent an important active regression rather than a niche one-off report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs. `init_empty_weights` argument mismatch; completely different failures and code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer behavior, but one is an OOM with Adafactor while the other is a double-step issue; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are unrelated model-specific bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/cleanup-ish, but one is stale auto-mapping references and the other is leftover dummy classes; different underlying problems." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shape vs. a dependency issue; no shared code-path bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver resize/interpolation failure are different model implementation issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with device_map/offload are related to quantization but not the same concrete defect." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization inconsistency of tied weights vs. gemma4 resize_token_embeddings not propagating; distinct behaviors and fixes." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA norm epsilon precision issue vs. torch.split return values in a MoE indexer." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files on `processor.save_pretrained` is a save-side bug; gemma-4 zero3 `from_pretrained` is a load/offload issue." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder issue title vs. a crash in `apply_chat_template` with tool-call assistant messages; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor files and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-kernel failures, but one is FlashAttention on a specific model and the other is compiled flex_attention on newer torch; different defects." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. D-FINE auxiliary-loss behavior; no shared underlying change." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is an audio processor sampling-rate default and the other is multimodal assistant masks; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression vs. CLIPVision hidden_states output regression; separate model/runtime paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue and ESM2 workflow breakage are not the same failure." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging problem vs. Python-version compatibility issue; different root causes." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs. D-FINE loss behavior; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting outputs, but one is CamemBERT masked LM behavior and the other is Deepseek tokenizer results; not mergeable as one bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time `nn` NameError in sentence-transformers integration vs. undefined tf backend when only tensorboard is installed; different missing-import problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` vs. nonsensical SigLIP2 model/pipeline outputs; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 vs. TensorFlow backend detection/installation issue; no common code-path." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression vs. placeholder/invalid issue; no relation." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs. deepspeed zero3 loading problem; different lifecycle stages and causes." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL class export vs. Python version incompatibility; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence vs. ANSI codes in non-terminal logging; completely different areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43643", + "issue:43673", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45701" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:43352|issue:45250", + "issue:44336|issue:44485", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:44496|issue:45003" + ], + "prepared_review_unit_hash": "9656c5be0f013e9b90fc9e604cfff1f0f73a5692345139ec4ab7b86759a7217c", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37168, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mix of distinct issues: model-loading/import regressions, config/version compatibility bugs, generation edge cases, docs problems, and performance/test issues. None of the soft pairs looks like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44561 is the best representative issue here: it captures a broad v5 compatibility regression affecting trust_remote_code models, which is closer to the cluster\u2019s main theme of model/config loading breakage than the narrower or unrelated items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the most broadly useful issue to keep as the canonical representative because it describes a concrete, cross-cutting regression with wider impact than the model-specific or documentation-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but one is a missing pad_token_id attribute in Llama4Config and the other is a model-specific glm-4v-9b load failure; different bugs and code paths." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "One reports wrong batched video processor output shape; the other is CUDA OOM in Sam3Video. Same broad area, not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config objects, but one is a missing pad_token_id attribute and the other is trust_remote_code returning incomplete AutoConfig fields; not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An import error for AutoImageProcessor is unrelated to a Python version compatibility failure in Transformers 5.1.0." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and a Qwen3.5 chat crash are different runtime problems with no shared concrete code path." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "This is docs wording vs an import-time performance complaint; no common bug to dedupe." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Both are text/doc-style issues, but one is ANSI codes in loading_report output and the other is a wrong docstring for position_ids; unrelated artifacts." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are unrelated test/runtime issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE and version 5 regressions, but they affect different model families and failure modes; not one mergeable fix." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing losses under certain options, but they are different models and different loss mechanisms." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to a deepspeed zero3 from_pretrained crash." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "A video-classification pipeline choosing image processors is unrelated to the _torch_extract_fbank_features() bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and an unrecognized model_type config failure are different classes of issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen models, but sliding_window behavior and chat crashes are distinct code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2 support error is not the same as the generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output cleanup and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access in modeling_utils are unrelated bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but from different packages and causes: transformers model export vs huggingface_hub symbol removal." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but Qwen2_5_VLImageProcessor and HybridCache are different exports with different failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache behavior in generation and trust_remote_code breakage from removed helpers are separate regressions." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and an AMP/CUDA crash in LwDetrImageLoss are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer read error and a tokenizer slowdown after upgrade are different problems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type-id behavior are entirely different model-specific issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for a vision processor is unrelated to a deepspeed zero3 BertModel index error." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config handling, but one blocks loading granite_speech and the other silently drops a Qwen3_5MoeVisionConfig field; different symptoms and likely different fixes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness in v5 and resize_token_embeddings not updating output embeddings are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A specific resize_token_embeddings bug is not the same as a broad report that transformers version changes tokenization." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report have no shared underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config loading failure and unsafe sys.modules access are different issues, even if both touch model loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:45375|issue:45759", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:28282|issue:30990" + ], + "prepared_review_unit_hash": "90fdbe75da7cb0dcf913d411fe07358289e39d6680fd921f3e0ae1dd098db5d4", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36869, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated Transformers v5 regressions across loading, generation, tokenizers, multimodal configs, Deepspeed, and save/load paths. None of the soft pairs look like the same concrete bug or mergeable change, so I would not collapse them as duplicates. The broadest representative issue is the general v5 import-regression report, but only as an umbrella anchor.", + "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 fits the cluster\u2019s general v5-regression theme, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to keep as the cluster anchor because it is broad, version-regression oriented, and closest to the shared theme across the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different bugs: a from_pretrained/load failure for one model vs tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing config field and the other is text_config unwrapping in from_config; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache/tokenizer loading failure and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and import-time slowness are unrelated issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention Deepspeed, but one is Qwen3 MOE weight conversion on load and the other is a ZeRO3 deque runtime error." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache on second forward pass and Gemma4 token-type defaults are different code paths and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model bugs: missing output attribute vs video input processing ValueError." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning bug; the other is an unrelated optional post_init allowance issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve Deepspeed-adjacent workflows, but one is a from_pretrained load failure and the other is a double optimizer-step bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token decode bug and ESM2 breakage are not the same underlying problem." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second forward-pass cache corruption and flash_attention crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning; the other is a flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A stale warning about tied embeddings is unrelated to paged generate num_return_sequences handling." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is missing cache support in GenerationMixin and the other is server-side KV continuation indexing." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Deepspeed ZeRO3 deque failure and broken auto_mappings references are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-weights warning are different model-loading issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import and protobuf-related tokenizer exception masking are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/decoding regressions, but Whisper trailing-character crash and Kimi-K2.5 codec handling are distinct bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained regressions, but one is tokenizer_class metadata mismatch and the other is missing processor files." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but sync_gpus kwargs update and chunked_prefill cache absence are separate defects." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and post-upgrade data-filter slowdown are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad custom model initialization regression and ESM2 breakage are not the same code-path problem." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Both are v5 regressions, but one is generation cache handling and the other is broad import errors after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and double optimizer-step behavior are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrading and a duplicated optimizer step are different problems." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Both are version-regression reports, but they describe different failures: slowdown vs Qwen3.5 MOE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are related only at a high level; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report is too vague to match the specific Gemma4 zero3 from_pretrained issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:43673|issue:44188", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:42222|issue:45200", + "issue:43377|issue:44242", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43479|issue:44869" + ], + "prepared_review_unit_hash": "1cd38e920de5988fbd6b5ef63fbc5cf6c5a9d81dde051cbc5bc2d97603848306", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate pockets: the Qwen3ForCausalLM VRAM leak reports and the Qwen3.5 MoE load/config reports. The rest are different bugs touching similar areas, not safe duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45375 is the most concrete/root-cause-oriented report in the cluster, and it matches the nearby Qwen3.5 MoE from_pretrained failure report closely enough to serve as the best representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the most actionable issue: it names the specific missing field and likely underlying config-loading failure, whereas the paired report is more generic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: TF32 API guidance vs an InternVL2 meta-init load incompatibility. Same broad area, not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Both involve Transformers model/processor behavior, but one is a Qwen3-VL-Moe bug and the other is processor.save_pretrained missing files; different code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failures: SAM 3 Video missing an attribute vs qwen2.5-vl video position ids mismatch." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute error and Phi4MultimodalConfig default-handling issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export complaints, but they target different symbols/modules and do not look like one underlying fix." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeError crashes, but they occur in different helpers with different trigger conditions and different fixes." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated bugs: SAM 3 Video output attribute issue vs tokenizer mapping/add-new-model-like failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE load failure family; one report is a specific missing-field diagnosis and the other is the generic from_pretrained error symptom." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync_gpus handling and torch.compile attention-kernel branching are different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but the titles point to different failures: a generic from_pretrained error vs a specific missing vision-config field." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and pipeline-parallel output correctness are not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but for different top-level symbols; no evidence they share a single root cause." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained_moe are distinct issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and Qwen3_5 image infinite loop are separate model/runtime problems." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Saving FP8 MoE checkpoints and a Qwen3.5 MoE from_pretrained failure are different operations and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports (`GenerationMixin` vs `AutoImageProcessor`) and likely different export paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing `Qwen2_5_VLForConditionalGeneration` import are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug and janus image-generation test failure do not match." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/dependency behavior, but one is missing TensorFlow in the torch extra and the other is dummy PT object leakage." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and different reported failures; too broad to treat as one bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency and MoE load-balancing loss omission are different training/inference bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config resolution and pytest-xdist file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and xdist captured_info.txt race are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading bug and test-utils file race are different problems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging extra/dependency issue vs missing import from image_utils; not the same underlying bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and code paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization and Whisper timestamp decode crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate calls are conservative. The two accepted pairs are well supported by near-identical Qwen3/Qwen3.5 VRAM leak and from_pretrained reports, while the remaining soft-edge pairs are appropriately rejected as different bugs or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:42898|issue:45812", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:30333|issue:34689", + "issue:44222|issue:44484", + "issue:43723|issue:44977" + ], + "prepared_review_unit_hash": "1060cde2f07b9434bffb95d3c538c175b84257f47dcced168db4361d1be23246", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37586, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are thematically noisy but not duplicates: they span unrelated import errors, tokenizer regressions, training bugs, save/load issues, and docs. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue\u2014this is not a duplicate cluster, but a heterogeneous set of unrelated bugs and regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; the closest candidates are still about different code paths and symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in Sentence-Transformers is unrelated to post-init reinitialization when resizing embeddings." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support/import environment issue is unrelated to a missing image_utils import/export." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both mention None handling, but one is multimodal config initialization and the other is ModelOutput key assignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files and a Qwen3.5 MoE from_pretrained regression are different load/save paths and failures." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention kernel divergence bug is not the same as a docstring typo." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "These are different import errors for different missing symbols/packages." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 cleanup behavior change and the other is Granite-specific wrong token IDs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving/KV-cache tensor indexing crash is unrelated to auto_docstring failing under postponed annotations." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training and an Adafactor OOM in DeepSpeed are different problems." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch count support in a processor is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens behavior regression are different concrete bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and mechanisms." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "A tied-weights warning bug and a missing tensor-parallel plan are different model-definition issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "General v5 tokenization cleanup changes are not the same as Deepseek-specific incorrect tokenization results." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump and leftover dummy classes leaking into dir(transformers) are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and optimizer stepping twice under DeepSpeed are different runtime bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different model outputs between v4 and v5 do not match the clean_up_tokenization_spaces regression specifically." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing image_utils import and leftover dummy classes are both import-related but not the same issue." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_config class mismatch involve different save artifacts." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch has nothing to do with DeepSpeed optimizer stepping." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label classification output bug and local dataset loading failure are separate script issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config None defaults and junk-filled non-persistent buffers are distinct initialization bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and missing processor save files are both save_pretrained-related but not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to processor serialization problems." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "A feature extractor center-arg regression is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "These are different import errors from different packages and symbols." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch are both import errors, but not the same underlying cause." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly and Qwen3.5 MoE load failure are unrelated save/load bugs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job status reporting and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save corruption is not the same as a question about the default max_shard_size value." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and dummy class cleanup are separate repository hygiene issues." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer.from_pretrained loading in v5 and Qwen3.5 generation with flash-attention are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:45834", + "issue:46002" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44483|issue:45406", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521" + ], + "prepared_review_unit_hash": "623ee1e7207571d85099340f77055634ee699ef8edb73b46051bf31a8f45ea6c", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues. A few pairs share broad themes like tokenizer loading or import regressions, but none look like the same concrete bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43723 is the closest representative because several nearby items are tokenizer-loading regressions, but the cluster is too heterogeneous to treat as one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single anchor only for the recurring tokenizer-loading subtheme; it is not a strong cluster-wide canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "An AutoModel PyTorch import error and MLflow job reporting failure are different problems." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GLM MoE torch.split indexing and InternVL2 meta-init compatibility are separate code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow tracking on failed jobs is unrelated to output embedding reinit during post_init." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mismatch for position_ids is not the same bug as GLM-5 RoPE implementation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids buffers and missing save_pretrained processor files are different failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return-value handling and a missing ReLU in the DSA indexer are not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "v1/chat/completions request validation and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring AttributeError are separate issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision drift is unrelated to old InternVL2 remote-code meta initialization." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id mismatch are not the same concrete failure." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizers, but they affect different models and likely different loading paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers getting stuck loading is not the same as SIGLIP2 zero probabilities." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 degenerate training and NaNs on checkout/init are different training pathologies." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer load failures, but for different tokenizer classes and not clearly the same root cause." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are distinct problems." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig defaulting behavior is unrelated to GPTNeoX rotary_pct reload loss." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration exports are different import regressions." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A torch.split issue in the DSA indexer is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy problems and Qwen3-VL-Moe bugs are separate model-specific issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping and mdeberta add_special_tokens behavior are different tokenizer regressions." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing huggingface_hub symbol and broad import errors after upgrade are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state update after sync_gpus is unrelated to D-FINE auxiliary loss omission." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3_5 infinite-loop behavior are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "The transformers env command and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer-path bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization differences across versions and zero assistant masks for multimodal inputs are separate behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:22355|issue:28218", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:43976|issue:44945", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + 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false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose lexical grouping of unrelated Hugging Face issues. The strongest common thread is broad v5 regression/import-breakage reports, but the individual items are about different code paths, models, or APIs, so I would not merge them as duplicates.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45278 is the broadest and most central regression report in the set, covering upgrade-related import failures that overlap the general theme of several other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is broad, clearly user-facing, and representative of the shared v5 upgrade/import-breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs: TF32 settings guidance vs a GlmMoeDsaIndexer split/value handling issue." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module import vs tokenizer spacing behavior after added tokens." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: custom model init regression vs NaNs in classification heads on checkout/init." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and code paths: loading hang vs MacOS bus error for a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different areas: cached_file kwargs forwarding vs chat template crashing on assistant tool-call messages." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus/model kwargs handling and the other is cache/state reset for recurrent models." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior change in v5 vs a Qwen2_5_VLProcessor chat-template batching crash." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is not the same bug as pipeline-parallelism output corruption." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps precision issue and a wrong docstring are not the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but 41628 is a specific missing symbol while 45278 is a broader upgrade-related import-error report." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to a model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different subsystems: dequantized save_pretrained vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError is unrelated to auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM 3 Video issues: wrong model type warning vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are separate model internals." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug is not the same as assistant_masks being all zero for multimodal chat templates." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returning empty multi-label results is distinct from mm_token_type_ids defaulting behavior in Gemma 4." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation for Qwen3.5 num_labels is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure is not the same as failing to load Phi-4 multimodal instruct." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-information error message clarity is unrelated to Sentence Transformers loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different failures: Qwen3-VL-Moe bug vs reading position_ids after buffer registration." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "GGUF loading breakage is unrelated to dequantized model save failures." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification empty results are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe runtime bug and FP8 save_pretrained MoE issue are different concrete failures." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import is different from missing HybridCache import." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43064|issue:43673", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43937|issue:44977" + ], + "prepared_review_unit_hash": "a9907da6e87dea44e45207aa83d7a60084709006a322dafcfcb24b5b816e82ca", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36221, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs share a surface theme like Transformers v5 regressions, tokenizer/load/save issues, or model-specific bugs, but they do not describe the same concrete defect. I would not merge any of the proposed soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45216 is the clearest regression-style report in the set and the best anchor for the nearby Qwen3.5 save/load complaints, with an explicit version boundary and a concrete affected API.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most actionable issue here: it names the model family, the failing API, and the regression window clearly enough to serve as a triage reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; different code paths and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely unrelated version breakages." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different failures: SigLIP2 implementation discrepancy versus Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both mention saving quantized models, but they target different quantization paths and model families; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer output differences are unrelated to flash-attention generation failure." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embedding weights in UMT5Encoder loading is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder type selection and the other is incorrect tokenization behavior; not clearly the same defect." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import problems after upgrades, but one is a specific missing symbol and the other is a broad collection of import errors." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in threaded Qwen3.5 usage is unrelated to bfloat16 dtype mismatches in CI/inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different issues in the same model family, not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are distinct problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression is not the same as a bad PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different broken model paths: vitpose imports versus Ministral-3 flash-attention failure." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script empty outputs and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is save_pretrained visual encoder keys and the other is a from_pretrained loading error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same broad model area, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label classification outputs are unrelated to a wrong pipeline() error message." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor output length behavior in qwen3_omni_moe is unrelated to a PyTorch version check bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalidation and stale num_return_sequences warnings are different generation issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer problems." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Wrong offset mapping and incorrect Deepseek tokenization are both tokenizer issues, but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation-config validation and Qwen3.5 flash-attention generation failure are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46002" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:42371|issue:44261", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "0b548aa2350861aed2d91d88bd512bd104d0afd2a99e7b4522b830d765c67d93", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35914, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed issues with superficial similarity by subsystem or version. I do not see any safe issue-issue duplicates among the proposed soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43122 is the clearest, most concrete regression report in the set and the best representative of the tokenizer/version-change subgroup, even though the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest standalone issue here because it describes a specific, reproducible behavior change with a clear version boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: serialized tied weights vs NaNs in classification heads." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Both mention Qwen-related failures, but one is a VRAM leak and the other is a separate reproduction report." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different failure modes: unexpected init arg vs PreTrainedConfig type checking." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated: PEFT minimum version bump vs PyTorch version check bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Different issues in video processing: wrong batched shape vs missing torchvision crash." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a generic bug and the other is a specific xdist race on a file." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer problems: missing mapping entry vs Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model issues: missing layer projections vs from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping bug is not the same as runtime post-processor update behavior." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Different APIs and symptoms: chat/completions rejection vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Training degeneration with flash attention is not the same as save_pretrained checkpoint regression." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Unrelated: TF32 warning wording vs MLA RMS norm precision mismatch." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Different runtime issues: VRAM leak vs Apple Silicon TypeError." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "No overlap beyond being bugs in utilities/scripts." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and errors: sam3 warning vs MobileLLM key error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Broad import-error theme only; these are not the same missing import." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems: vitpose model breakage vs TensorFlow backend installation issue." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning is unrelated to the Qwen VRAM leak." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow dependency packaging issue is not the same as vitpose model breakage." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different model/config validation failures with different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Both are import/runtime bugs, but they involve different functions and code paths." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API warning and FineGrainedFP8 accuracy are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is an API compatibility failure and the other is streaming inference on a specific model." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related to tokenizer behavior, but one is decoder type serialization and the other is changed tokenization output." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: ignored SGD args vs double optimizer step under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache issue and testing-utils bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both concern dtype/precision, but one is a warning and the other is incorrect model dtype loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43986|issue:44016", + "issue:43066|issue:43906", + "issue:43097|issue:43901" + ], + "prepared_review_unit_hash": "3bd0fccb8d352e7b631adcc353f04724f1f4dae1248819173096d618e0d5685d", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39132, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs and regressions, not a duplicate set. The soft pairs are only superficially similar by subsystem/theme, so they should all be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue 43097 is the clearest broad Transformers v5 breakage report with downstream references and wider user impact; the rest are narrower, model-specific, or unrelated import/API edge cases.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 43097 is the best representative of the cluster because it describes a concrete, user-facing regression with broader applicability than the more specialized model bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different bugs: missing image-patch method in GLM46V vs RMS norm epsilon precision mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: shard-size question in save_pretrained vs a Qwen3.5-MoE load error." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes; no shared code path." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM index/split behavior vs GLM-5 RoPE implementation; not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Config-API removal issue vs unexpected position-id key warnings; too different." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Separate warnings in different contexts: bfloat16 precision vs model-type mismatch." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage is unrelated to tokenizer protobuf error masking." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but they are different models and concrete failures." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Different regressions: type checking vs undefined tf backend when TF is absent." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model loading problem vs missing projections; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are model load issues, but the model families and root causes differ." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer construction bug is unrelated to config type checking." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different files and problems: sys.modules access vs a testing_utils issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "tie_embeddings removal and gguf_file tokenizer/model loading are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor-loading dependency crash vs testing utility bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Generic tokenizer mapping None issue vs a specific model-loading failure; not enough to merge." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processor dependency crash is unrelated to save_pretrained shard sizing." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same broad GLM area, but different components and bugs." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warning sources and models; no shared defect." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility problem vs config type-check regression." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading-time import/dependency issues, but they affect different processors and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to a testing utility issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision-epsilon issue vs RoPE implementation issue; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate ImportError cases from different modules and releases." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training optimizer-state corruption is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen configs/models and different missing-field behavior." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to tokenizer mapping None handling." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: config removal warning vs flash_attention.py crash on s_aux=None." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related model names, but different bug reports and likely different root causes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug is unrelated to the auto_docstring future-annotations crash." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline API-request leakage is unrelated to missing embed_tokens.weight on load." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Processor loading crash and notebook syntax error are entirely different." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Config removal warning and pipeline docs mismatch are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42886", + "issue:42898", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45753" + ], + "soft_pairs": [ + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43352|issue:44380", + "issue:42886|issue:43381", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43867|issue:45216", + "issue:42898|issue:43066" + ], + "prepared_review_unit_hash": "988832bd9207ebaf7ba47556637772ea96ac33baf32ad4ef90cf0ca5e7486190", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37880, + "estimated_input_tokens": 9470, + "estimated_eval_tokens": 19196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of Transformers issues with repeated v5/regression themes, but the candidate pairs mostly describe different code paths, models, or features. I rejected all soft edges; the only strong commonality is broad topic similarity, not true duplication. Issue 44483 is the best cluster representative because it\u2019s the broadest user-facing v5 API regression in the set and has the most obvious nearby chat-related follow-ups.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44483 is the broadest and most central representative here: a v5 chat/completions regression with broader user impact than the other, more model-specific or niche issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44483 best captures the cluster\u2019s overall theme of v5-facing API breakage/regression and is the most likely anchor issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is a chat/completions error-message regression; the other is about saving Pipeline objects. Different functionality and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "One is a missing weight on load for UMT5Encoder; the other is a save_pretrained shard-size question. Not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is model support for Flash Attention 2.0 and the other is GPT2 scaling being ignored. Not the same concrete defect." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache loading and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision-warning behavior during compile is unrelated to Bamba SDPA compilation failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A PyTorch precision warning and a tie_word_embeddings warning are different behaviors with different triggers." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and a Qwen3.5 image-generation infinite loop are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save paths and different bugs." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention and degenerate zero loss in sequence classification are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for one model and Python version compatibility are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed training optimizer-state corruption and GPT2 attention scaling are separate problems." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing config attribute on Gemma3 and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are different subsystems." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat-related APIs, but one is /v1/chat/completions request rejection and the other is apply_chat_template crashing on batched input. Different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/MoE and save/load, but one is FP8 save_pretrained and the other is a from_pretrained error. Too different to merge as one bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is attentions not assigned and the other is hidden_states missing. Similar area, not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A float32 precision warning and compiled flex_attention failing on torch>=2.9 are different compile-time issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing import from huggingface_hub and missing Qwen2_5_VL model import are unrelated import errors." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression and GPT2 attention scaling under backend switches are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "A missing configuration_utils symbol and API requests despite local_files_only=True are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "General Qwen3-VL-Moe breakage and fp8 inference support for Qwen3-VL/Qwen3.5 MoE are not the same issue." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request rejection and assistant-tool-call chat_template crashing are different failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and GLM-5 RoPE implementation questions are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and state_dict-sorted load errors are different loading issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support gap and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load error and Qwen3.5 checkpoint corruption on save_pretrained are similar only at a high level; the concrete bug differs." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer clean-up behavior and wrong decoder type in v5 are separate tokenizer regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45850" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:44360|issue:45440", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977" + ], + "prepared_review_unit_hash": "1245d4540a8e755f6b4a7bf5c4a9c5d8572fd9ea23a4a0570e0650894e682cd7", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37112, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of Transformers import/load regressions, model-specific config issues, training bugs, and test flakiness. The soft pairs share wording around imports, loading, or attention, but they usually point to different code paths or different models, so none look mergeable as true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s main theme: version-upgrade import/load regressions. It is still not a perfect duplicate of the others, but it is the best umbrella issue among this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue representative because it summarizes the general class of breakages seen here (many import errors after a Transformers upgrade) better than the more narrow model- or test-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is about GenerationMixin and the other about is_offline_mode; different symbols and likely different dependency breakages." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size is a model config bug; patchtsmixer post_init is a model-architecture eligibility change. Different issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and saving Pipeline objects are unrelated save/load paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python-version breakage, but one is a 5.1.0 compatibility problem and the other is a Python 3.14 import/load failure; no shared concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support for NemotronHForCausalLM and missing auxiliary losses for D-FINE are entirely different model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config vs missing pad_token_id on Llama4Config are different model-specific config omissions." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return handling in a DSA indexer and DeepseekV3MoE divergence are different implementation bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to load balancing loss being skipped when output_router_logits=False." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention/backends, but one is a torch.compile branching divergence and the other is GPT2 scaling ignored under SDPA/FlashAttention; different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer/FSDP state corruption has nothing to do with a typo in cache strategies." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention support issue for NemotronH and Qwen3-VL weight-shape mismatch are different failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained failures, but they affect different models and different missing inputs/keys." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update should be decorated with torch.no_grad is a runtime behavior bug; 45278 is a broad import-regression report." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict load failure and Qwen3_5MoeVisionConfig missing field are different loading/config issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file import errors and DebertaV2Model Python 3.13 JIT parsing/IndentationError are different root causes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup causing slowdown and intermittent slow import are related only at a very high level; no clear same underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Model config attribute missing vs FSDP2/PEFT optimizer state mismatch are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in integration tests and xdist race on captured_info.txt are both test issues, but they are different flakiness causes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are distinct compatibility regressions." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "state_dict sorting/load error and incorrect visual encoder keys in save_pretrained are different serialization bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "torch.no_grad decoration for cache update is a specific API bug; 'breaks too many models' is too vague and not the same concrete issue." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-specific loading failures." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python-version compatibility are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "General Python 3.14 load failure and Qwen2.5-VL vision_position_ids mismatch are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are not the same code path." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Path-with-trailing-slash import warning and SGD args not used are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM on loading a specific large model; not the same concrete issue." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepseekV3MoE divergence are unrelated algorithm/model implementation problems." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch dependency and tokenizer loading regression are different import/load failures." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Sorted state_dict load error and max_shard_size default question are unrelated save/load concerns." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression and LwDetrImageLoss AMP/CUDA crash are different model/runtime bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions missing and Qwen3.5 flash-attention generation failure are unrelated attention issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:42831|issue:43874", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961" + ], + "prepared_review_unit_hash": "d8c63ee988970c8a2ceb1b7f7723953cf4147c9d08f2a7739b46ec70df53cf83", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39024, + "estimated_input_tokens": 9756, + "estimated_eval_tokens": 19768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and import/loading issues; only one pair looks like a plausible duplicate. Most soft links are broad similarity at the v5/regression level rather than the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45125 is the most specific root-cause-style report in the cluster: it names the exact Qwen3_5Moe class and the missing `_tp_plan`, which is more actionable than the broader from_pretrained failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the best user-facing summary for the Qwen3.5 MoE loading problem because it captures the actual failure seen by users on transformers>=5.4.0, even though issue:45125 is the better root-cause anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: flaky SamHQ integration tests vs a model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/test failures, but the concrete bugs are different (seed flakiness vs stale device override behavior)." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test instability and Sam3 auto_mappings CI breakage are unrelated code paths." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network behavior is unrelated to the AddedToken special-argument TypeError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading while the other is checkpoint reload after upgrade; not clearly the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe serialization is a different issue from tensor-parallel plan metadata missing on a Qwen model." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A flaky test case and a testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Memory/OOM under int4 quantization is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: PreTrainedModel vs HybridCache." + }, + { + "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 handling is not the same as the reported post-upgrade filtering slowdown." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both are Qwen3.5 MoE loading failures on transformers>=5.4; the missing _tp_plan is a plausible root cause for the from_pretrained error." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and documentation confusion are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache no_grad decoration and generation kwargs sync behavior are different generation internals." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE tensor-parallel loading and Qwen3_5MoeVisionConfig field preservation are different config issues." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and a missing image-processor helper method are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading in dev0 and checkpoint reload compatibility in v5.2/v5.3 are not the same concrete failure." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network suppression during loading and FP8 save_pretrained for moe are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application and DSA indexer ReLU are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A real API behavior bug and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file errors and PretrainedConfig type-checking are different problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure and tensor parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled file loading issues and pipeline save_pretrained failure are different surfaces." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation still mentioning pipeline() and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support for Qwen3-VL/Qwen3.5 are related broadly, but not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Generic tokenizer loading regression vs Llama 3.2 vision model loading breakage are different model-specific failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode and the transformers env command are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking are different regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and missing Qwen2.5-VL export are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError for layer_type_validation are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder/nonsense issue vs Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing top-level imports; same broad area, but not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a symbol and an env-command regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and unrelated placeholder issue are not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair is plausibly the same Qwen3.5 MoE loading regression, while the rest are appropriately rejected as broader similarity rather than the same concrete bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908" + ], + "prepared_review_unit_hash": "f7275da2660f0b658fca143b4c4b448940b36eae8566a0a2e18af9a85e0f3bc0", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37284, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grouping of unrelated Transformers issues that happen to share broad v5/regression language, import/load failures, or model-specific API breakages. None of the soft pairs look like the same concrete bug/change, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45850 is the broadest umbrella issue here and best matches the cluster\u2019s generic \u2018many models break in v5\u2019 theme, though it is too unspecific to be a strong duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative high-level report in the set because it captures the widest v5 regression complaint across models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mention completely different subsystems and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "One is an AutoImageProcessor import failure; the other is about running compiled Python files. No shared code-path bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Training parallelism vs BeitImageProcessorFast label reduction are unrelated issues." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash is not the same concrete bug as the generic \u2018many models break\u2019 complaint." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is a specific serialization bug; the other issue is too vague to establish identity." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and missing TensorFlow backend handling are different problems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/loading behavior, but one is lazy loading and the other is unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is 2D bbox output hallucination and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command and checkpoint reload incompatibility are separate v5 regressions." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-family issues: one is a model bug report, the other is a missing tensor-parallel plan." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL output bug and a global PretrainedConfig typing regression are not the same issue." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad generic v5-breakage report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression and GenerationMixin cache missing in chunked prefill are different code paths." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and InternVL2 meta-init incompatibility are separate upgrade regressions." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is too narrow to be the same as the generic \u2018many models break\u2019 report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the same as the broad version-breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and failure modes." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 breakage reports, but they are not the same concrete bug or fix." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import sometimes and lazy loading malfunction are related only at a high level; no evidence of the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 model-type warning and Liger Kernel application with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and a Qwen3-VL output bug do not match." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating for NemotronH and Qwen3-VL bbox hallucination are different model-specific problems." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as the vague bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a concrete model/runtime bug, unlike the generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and scheduler kwargs ignore are unrelated regressions." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and HybridCache import failure are different import problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import-star slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are not the same code-path problem." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46VImageProcessorFast missing a method is a specific multimodal tokenizer bug, not a generic v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output issues and Qwen3.5-Moe from_pretrained errors are distinct model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and tied-weight key handling are unrelated implementation issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation references to pipeline() and scheduler kwargs forwarding are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-404", + "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:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue: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:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "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": "3e117645c3f8369a79dfeb52021e32360be9a563fb3aa6fd0f3dfc4984dd380f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1512, + "serialized_chars": 779893, + "estimated_input_tokens": 194974, + "estimated_eval_tokens": 390204 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 40, + "serialized_chars": 35531, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with no single shared bug. The only strong duplicate-looking pair is the tokenizer v5 behavior/regression reports; the rest are too model-specific or unrelated to merge together.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 42913 is the broadest representative of the tokenizer v5 regression theme, and 43066 reads like a narrower manifestation of the same underlying tokenizer behavior change.", + "canonical_pr_reason": null, + "best_issue_reason": "42913 is the best single issue to keep because it captures the user-visible v4\u2192v5 tokenizer regression without tying the cluster to one implementation detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward inputs is not the same bug as tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "One is about model_init not applying Liger Kernel; the other is a flash_attention_3 training regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup and an inverse_sqrt scheduler kwargs bug are unrelated code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "A broken CLI env command and lazy loading failures are different issues." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failures and tied-weight key AttributeErrors are separate save-path problems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is too underspecified to be the same concrete from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler keyword handling are unrelated behaviors." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different numerical bugs; no shared code path is evident." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cleanup is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "A documentation issue and a model-loading regression are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward doc confusion is unrelated to an import error in flash attention utils." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model initialization, but one is about Liger Kernel application and the other about remote-code/meta-init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and unrelated implementation issues." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A VRAM leak is not the same as RoPE implementation concerns." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings warnings and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and timestamp calculation bugs do not share the same cause." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp logic is unrelated to multi-thread VRAM leaks." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in a DSA indexer are unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm epsilon precision discussion is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both describe tokenizer behavior regressions in Transformers v5, with 43066 appearing to be a narrower manifestation of the same change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an off-topic spam issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling is unrelated to chat template crashes on tool-call messages." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the off-topic issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Off-topic unemployment issue is not a Transformers bug and cannot match a broad v5 regression report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "A testing_utils bug and an off-topic issue are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm pad_token_idx regression does not match tied-weight key crashes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an import error are unrelated failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to processor.save_pretrained file omissions." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting for failed training jobs is unrelated to slow from_pretrained loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and forward documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for qwen3-vl/qwen3.5 moe is not the same as a from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regressions are different bug reports." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models and fp8 inference support are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted tokenizer pair is plausible from the issue titles, and the other soft-edge rejections avoid overstating weak similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "ea9118bf0174f2df4b766fb94e2ec622267b380f5d6db559926866e0e9d5ec8d", + "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 not true duplicates: one is about Tapas tokenization mismatch, one about a bad private-model authentication error, and one about a model-loading failure for bert-base-uncased. They share only broad language-model loading/tokenization similarity.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If forced to pick the broadest report, 16618 is the closest because it concerns model loading, but it does not cover the tokenization or private-login problems.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most general user-facing failure report in the set, but it still appears distinct from the other two and should not be treated as a duplicate target for them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a model/tokenizer behavior issue, while 16618 is a model-loading failure for bert-base-uncased; different underlying bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is specifically about an incorrect error when downloading a private model without login, whereas 16618 is a separate model-loading problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "f96d9cece4283d820880f5723173ba3f38743b701a9a4798753b65211aa8620e", + "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-request issues, not duplicates: one asks for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share only the same contribution framing, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the requests target different capabilities and different code paths (Flash Attention 2 vs GGUF).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better duplicate representative of the other; they should remain separate tracking threads. If one must be preferred for cluster labeling, issue 26350 is slightly older and more established, but not as a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and implementation paths; shared wording about community contributions is not enough to make them the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "e709f3dc4f9a92f4c58736e328bef7a8d0ae9889d362188b0211ad189fd5ebeb", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster mixes two separate Turkish/Spanish translation requests with three near-identical placeholder/template issues. Only the three template issues look like true duplicates of one another; the language-specific issues are related by topic but are distinct requests.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43834 is the best canonical representative of the duplicate subgroup: it is the oldest of the near-identical template issues and matches the same placeholder title/body as 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue choice because it anchors the only clear duplicate set in the cluster; the Turkish and Spanish issues are separate language-specific translation tasks, not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages/request scopes: Turkish translation vs generic placeholder template. Related topic, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific translation request is distinct from the generic template issue; not a duplicate change/request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad i18n theme, but one is a Turkish docs translation request and the other is a placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate language tasks, so they should not be merged as duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific translation request is not the same underlying issue as the generic template entry." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish docs translation and the placeholder template are related but not the same concrete request." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request is distinct from the generic template issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "These look like the same placeholder/template issue with near-identical content, so they are duplicate reports of the same request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical title/body and same template wording indicate the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are effectively the same template issue, duplicated with only trivial differences." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the conservative duplicate split is supported: 43834/44365/44370 are near-identical (very high Jaccard, identical template title), while 27088 and 28936 are language-specific requests with much lower similarity to each other and to the template trio. The canonical choice of 43834 is also supported by its earliest creation date among the duplicate subgroup." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "0c659032bc0c87155f525134bd4da1b0eb227093ef733cd02dcf41583989aefa", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is made up of model-request issues for different architectures/models. They have similar wording (\u201cadd/support model\u201d), but they are not duplicates of the same underlying change, so no soft edges should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43837 is the best representative of the cluster: it is a clear model-support request and sits near the center of the soft-similarity graph, but it still represents a distinct target model.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43837 is the strongest global representative for triage because it is well-scoped, active, and central among the request-style issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different target models: EuroBert vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different target models: EuroBert vs Qwen3-TTS." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different target models: EuroBert vs RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Different target models: RF-DETR vs DEIMv2." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different target models: RF-DETR vs LFM2.5 Audio 1.5B." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different target models: RF-DETR vs circuit-sparsity transformer." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different target models: RF-DETR vs Qwen3-ASR." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different target models: RF-DETR vs Qwen3-TTS." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "Different target models: NeoBERT vs Qwen3-ASR." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different target models: NeoBERT vs circuit-sparsity transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "Different target models: NeoBERT vs LFM2.5 Audio 1.5B." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "Different target models: RF-DETR vs NeoBERT." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Different target models: NeoBERT vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "Different target models: MiniCPM3 vs Qwen3-ASR." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Different target models: MiniCPM3 vs circuit-sparsity transformer." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "Different target models: MiniCPM3 vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Different target models: MiniCPM3 vs Voxtral TTS." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "Different target models: DEIMv2 vs Qwen3-TTS." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "Different target models: ModernVBERT vs Qwen3-ASR." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "Different target models: ModernVBERT vs Qwen3-TTS." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Different request types: ModernVBERT model add vs generic BERT-like RoPE discussion." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Different target models: BERT-like RoPE models vs Voxtral TTS." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same broad audio area, but distinct models: Qwen3-TTS vs Qwen3-ASR." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different target models: Qwen3-TTS vs Voxtral TTS." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Different target models: Qwen3-TTS vs DeepSeek-OCR2." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Different target models: Qwen3-TTS vs circuit-sparsity transformer." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Different target models: Qwen3-TTS vs LFM2.5 Audio 1.5B." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Different target models: Qwen3-ASR vs LFM2.5 Audio 1.5B." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Different target models: Qwen3-ASR vs EUPE." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Different target models: Qwen3-ASR vs circuit-sparsity transformer." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Different target models: Qwen3-ASR vs Voxtral TTS." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Different modalities and models: LFM2.5 Audio vs SAM3-LiteText." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Different target models: circuit-sparsity transformer vs EUPE." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "Different target models: NeoBERT vs Voxtral TTS." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Different target models: Qwen3-ASR vs DeepSeek-OCR2." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "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": "3dc08a3bae3da19633e7ba4f107911917dadc7d46829ba0b207dfa5ec83b894c", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These six closed issues are unrelated; the apparent similarity is just generic bug-report language, not the same underlying defect. No soft edge should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate exists. If one must be named, issue 43668 is the cleanest self-contained report, but it is not representative of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43668 is the most concise and specific report, but the set is heterogeneous, so it is only a weak global representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and failure modes: Llama4TextL2Norm norm semantics vs ModernBERT config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different areas: segmentation ignore_value usage vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss/input handling is unrelated to a typo in a quantization-operation attribute." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystem and bug type: segmentation config/logic vs ModernBERT config typing." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs forwarding is unrelated to an incorrect type hint in a config class." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type-hint metadata issue vs tokenizer regex warning regression; no shared code-path." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and a typo in an attribute name are different concrete issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "192c76bb6553943719ab9d0fc8f51d351e50feda27feb5b6e9aabb53a5e9c617", + "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 not duplicates: one requests block decoding support, while the other requests DeepSeek v3.2 model support. They describe different features with no shared targets or code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different user-facing requests and likely different implementation areas; no evidence they refer to 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": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "24d1e160b8113bb2067053a7c5758244176c184a7294dda46b5b7b1a213bf04d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related only at a broad level (\u201ccustom trainers\u201d), but they describe different problems in different code paths: one is about `remove_unused_column` behavior in `Trainer`, the other is about estimating FLOPS for custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the better representative because it states a concrete Trainer customization problem with a clearer code-level target (`remove_unused_column`).", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the stronger standalone issue candidate because it is more specific and directly actionable; #43600 is a separate FLOPS-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: the issues share only the general theme of custom trainers. One concerns unused-column removal in `Trainer`; the other concerns FLOPS estimation. Different underlying bugs, different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "925cea35b28b7c26ccd1a1147bb226aeeaf81ff6ba6825c8dcb384bccb803101", + "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 two different feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They share a generic \u201cadd support\u201d theme but not the same model family, task head, or code change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader, more central API-registration request and is the better representative of this cluster\u2019s soft similarity, though it is not a duplicate of 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best single issue to anchor the cluster because it is the more general model-registration request; 44405 is a separate task-specific support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one is Qwen3-Omni registration for auto classes, the other is sequence-classification support for Qwen3.5. They are related in theme only, not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "c03a94bc8c2e2adba40ac1b292d4ff12911299f4503576e2d2645bdfe71a3bd6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The strongest link in the cluster is issue #43845 and #43846: they have the same title, identical body length, and nearly simultaneous creation times, so they look like the same report. Issue #43859 is title-similar but the available signal is weaker, and #43835 only shows a weak similarity signal without enough concrete overlap to treat as the same issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43845 is the best canonical representative because it is part of the strongest matching pair with #43846 and is the earliest of those near-duplicate-looking reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43845 is the best global issue choice because it best represents the only strong same-issue match in the set, while the other issues have weaker and less specific similarity signals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only a weak similarity signal is present; the titles do not give enough concrete shared detail to conclude the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only a weak similarity signal is present; there is not enough concrete overlap in the available metadata to merge them." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Weak similarity only; the available metadata does not indicate the same underlying bug or change." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, identical body length, and nearly identical creation times make these look like the same issue report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The title matches, but the rest of the available signal is weaker and does not justify treating them as the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The title matches, but the available metadata is not strong enough to show the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate call on #43845/#43846 is well supported by the packet, but the summary overreaches by calling the cluster \u201cduplicate spam,\u201d which is not evidenced here. With only titles/body lengths/creation times available, keep the language to weak vs. strong similarity rather than asserting spam or definite unrelatedness." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "e8ba0672a865f238d68a82b59283b6c6c8532079de745dd34e3c50858538211e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly spam/placeholder issues with little or no body evidence, and the visible titles do not support a shared underlying bug or request. The only superficial match is the repeated \"\" title, which is not enough to merge them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "44371 is the earliest generic \"\" placeholder and is the least specific anchor if one must pick a representative, but the cluster is not a reliable duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the closest thing to a representative issue only because it is a generic placeholder like 44572/44573, but it should not be treated as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but no body/detail evidence to show the same underlying issue; looks like unrelated spam entries." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title, but there is no substantive evidence of the same bug/request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different topics: generic spam vs a documentation enhancement suggestion." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and no shared technical context; not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement suggestion does not match a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement suggestion does not match a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are \"\" placeholders, but that is too generic to conclude they are the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam title vs a specific quoted-name issue; no evidence they refer to the same thing." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam title vs a specific quoted-name issue; not enough overlap to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "f1c4ca03d9fbdc274677ea4153de67c1f99337699be5f9f80a69e86709d461c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-certain duplicate issues: same title, very similar body size, and no distinguishing links or filenames. Issue #45145 is the better canonical due to having an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it has the same title as #45151 and has an inbound reference, suggesting it is the more-connected tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative for this cluster: identical topic, no conflicting metadata, and slightly better network centrality than #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and essentially the same issue topic; no evidence of different scopes or separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate/canonical call is grounded in the packet: both issues share the exact title, have similar body sizes, and there are no distinguishing links or filenames. Preferring #45145 as canonical due to its inbound reference is conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "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": "2cb52f0fb76266e4153de371e196ee71c9d77dee4b3f408af62c7fbef0878dba", + "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 two issues are both about 4-bit inference, but they describe different bugs: one is a Gemma4/audio-module uint8 + `torch.finfo()` TypeError, and the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45674 is the better anchor: it describes a specific, reproducible `BitsAndBytesConfig` regression with a clear trigger and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the broader and more actionable report; 45672 appears to be a separate Gemma4/audio-module dtype path failure rather than the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad 4-bit inference area, but different concrete failures and fixes: Gemma4/audio `torch.finfo()` TypeError vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "16467cccb4d09e6eb4c614fda9516e16b6f186cff83331768d822e5c0c0fa486", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are just different personal-name/date titles with no body, links, targets, or shared context. They do not look like duplicates of the same underlying bug or task.", + "confidence": 0.99, + "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 named-person entries with different dates and no shared issue content; not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "7f0fbd54386ffd966344dd2c9427322e06667ca2f81fb64dc482b0ec43ba8e10", + "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": "Two closed issues with only personal-name/date titles and no body content; they do not appear to describe the same bug, task, or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45764 is marginally the best representative only because it is the earlier of two equally content-free issues; there is no substantive technical signal to canonicalize on.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is the least arbitrary choice for cluster reference, but neither issue is a meaningful canonical for a software problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal names with different dates, and there is no shared technical context or explicit linkage indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "5b18e6b3af0c7cbe45b8575c7f247d6b33731da8a199f16149459e4c14ae4bbe", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mixed: it contains two strong near-duplicate issue pairs (45870/45871 and 45872/45873) plus one separate dataset-related issue (45869). The evidence supports soft duplicate candidates, not certain exact duplicates across the board.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue spans all five items. The cluster splits into two separate, very similar issue families, while 45869 is a distinct finance dataset post.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single global issue representative only as the earliest item in the 'Example: Financial time series prediction with DataForge' pair, but it does not represent the separate scraping-service family or the unrelated dataset issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset bundle post versus a DataForge example issue. Shared finance wording is not enough to make them the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset bundle versus DataForge example. Similar finance phrasing only." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same body length, with close timestamps; this is a very strong duplicate candidate for the same DataForge example issue, though not proven exact." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related domain, but the concrete topics differ: example prediction versus scraping service. Too broad to treat as the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related domain, but different underlying report: example prediction versus scraping service. Not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different issue families despite overlapping finance/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different issue families; the example-prediction report is not the same as the scraping-service report." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same body length, with close timestamps; this is a very strong duplicate candidate for the same scraping-service issue, though not proven exact." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is too strong for the evidence in the packet. The packet only supports soft similarity, and every pair is marked deterministic_accept=false. Equal titles and body lengths do not by themselves prove exact duplicates, so the claims of \u201cdirect duplicates\u201d / \u201cexact-duplicate pairs\u201d are overstated. A conservative read would say there are two very strong duplicate candidates (45870/45871 and 45872/45873) and one separate finance dataset issue, but not assert exact duplication with certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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:45213", + "pull_request:43995|pull_request:44827", + "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": "9600df9095f87b4c61278366609323ffd40248237c7fa1b15dec338b6c46df35", + "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 cluster is mostly a set of unrelated PRs that only look similar at a broad subsystem level. The only true duplicate-like pair is the two `fixed_cross_entropy` changes, which implement the same kwargs passthrough in the same function for the same tracked issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the clearest representative of the one real duplicate pair: it directly targets issue 43240 and implements the `fixed_cross_entropy` kwargs passthrough in `loss_utils.py` in a straightforward way.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best single PR in this cluster because it is explicitly linked to the issue, has the most concrete scoped fix, and matches the duplicate counterpart closely enough to serve as the canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different problems: VideoPrism model addition versus ExecuTorch dynamic-shape test coverage. Same broad ecosystem, not the same code-path fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer helper methods for Mistral are unrelated to adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "One fixes missing tokenizer methods; the other adds export tests. No shared underlying bug." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both affect preprocessing/auto classes, but one is processor-pretrained robustness and the other is a new model implementation. Not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss function kwargs support and a new MobileLLM model are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model cleanup." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export testing and Mistral4 fixes do not address the same bug or code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export-shape testing is unrelated to model addition work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model work is unrelated to the config-resolution order fix in `modeling_utils.py`." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition versus Falcon output-collection refactor; different targets and no shared concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are distinct changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and the `layrnorm` typo rename patch are different underlying issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to docs for audio/video processor guides." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Different code paths: Mistral4 model/test work versus config resolution in base modeling utils." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes are not the same as the model-creation skill scaffolding PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model implementation PR and a developer workflow skill PR are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition and processor docs are only loosely related by documentation/model setup." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs change `src/transformers/loss/loss_utils.py` to add the same `cross_entropy` kwargs support (`weight`/`label_smoothing`) for the same issue 43240; they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PRs 43251 and 43254 both touch `src/transformers/loss/loss_utils.py`, both target issue 43240, and both add `weight`/`label_smoothing` passthrough to `fixed_cross_entropy`, so they look mergeable as one bugfix PR. The other pairwise rejections are conservative and do not overclaim duplication based only on broad similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "5904d7f3b906ddf1e86c0e833c0d98b9e0b19de3f218325c6db60466dd017ecf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they appear to be different changes: one implements the base VibeVoice model, while the other adds a realtime variant plus acoustic-tokenizer and generation updates. They overlap on shared subsystem files, but not the same concrete mergeable change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical PR for the core VibeVoice implementation: it is the base feature PR, more review-active, and broader/earlier than the realtime follow-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best single PR to represent the cluster because it is the primary implementation of VibeVoice; PR 42781 is a draft realtime extension and should not be merged into the same duplicate bucket.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share VibeVoice infrastructure, but 42781 adds a realtime variant and acoustic-tokenizer changes beyond the base VibeVoice implementation. Related subsystem work is not enough to treat them as the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "ffbec6b04efa242a83dcf0afb184a9a20b4dd95599ee5620fbcb9609758b6887", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "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 PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems, different models, and different feature goals; these are not the same code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "4803c81ca128a3a194c4f002501109452ae067016238ea23bb18a5a4ac2ffcb3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (DeepSeek OCR, Isaac, and Kimi2-6). They share lots of Transformers boilerplate and auto-registry touchpoints, but they do not look like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a true duplicate of the others; if a representative is needed, 45630 is the most extensive model-addition implementation, but it is still distinct from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and code paths: DeepSeek OCR vs Isaac. The overlap is generic model-registration and docs scaffolding, not the same fix or mergeable change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families: Isaac vs Kimi2-6. Shared auto-mapping and docs changes are boilerplate for adding new models, not evidence of a 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": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "5106824907f08f12ba78405ed3e6d213767808274feccdc556ef3d9ea7025a61", + "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 unrelated workflow-maintenance PRs: one upgrades GitHub Actions core actions for Node 24 compatibility, the other bumps Docker build actions to newer versions. They overlap in workflow files but do not fix the same concrete problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is broader and more clearly scoped around the core GitHub Actions runtime-compatibility upgrade across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone PR for the cluster since it touches more workflows and has a more explicit, centralized change theme than the narrower Docker-action bump in 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: 42975 updates actions/checkout, actions/cache, and actions/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action to v6. They are different action families and different maintenance tasks, not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "4a780e5b5fd49f103e77ac63f566aac4873fdff442d7595924cedecd65220c84", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly independent model-addition or infrastructure changes. The overlap is largely in shared docs/auto-registration files, not the same underlying bug or feature, so no soft duplicate pairs should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared registry/docs edits are superficial, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Same file areas, but not the same model or code path." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. No concrete overlap beyond auto/docs plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but introduce different model families/files and appear to be separate additions, not one fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared transformer registration files are not enough to treat as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model additions with different implementations and tests." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio is an audio model addition, while PP-OCRv6 is OCR/text recognition. Completely different functionality." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Distributed pipeline-parallel loading support is infrastructure work, not the same as adding PP-OCRv6 recognition models." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM time-series model support and PP-OCRv6 text recognition are unrelated additions; shared docs/registry edits do not indicate a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "32e6c2ca7dff89e4dec9f37fe8afea4d6c4a2f9bd718998591ce17cf7ed30480", + "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 of one another: #43291 is a Whisper decode/tokenization fix, #43665 is unrelated test-only churn in CLIP/ViT, and #44815 is a separate FP8 dequant/model-loading change. The soft similarity is superficial; they do not target the same concrete bug or code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43291 is the clearest standalone bugfix in the set: it changes Whisper decode behavior in the tokenizer and aligns tests around that path. The other PRs are unrelated to Whisper or to this decode issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #43291 is the best representative artifact because it contains a specific functional change with a coherent code path, whereas #43665 is test-only and #44815 addresses a different FP8/dequantization area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different changes: Whisper tokenizer/decode fix vs. unrelated CLIP/ViT test edits. No shared concrete bug or mergeable code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and problems: Whisper decode logic vs. FP8 dequant/model-loading work. Not the same underlying change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One is test-only CLIP/ViT churn, the other is a substantial FP8 dequantization fix. They are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "c241f6faca7811513e547863059e50d5182775f9cd14f088aabe50864499e69a", + "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": "These two PRs are unrelated: one is a repo-bot test PR that tweaks packaging/versioning and Vit test files, while the other rewires CI/comment workflow behavior and related testing/notification code. The only shared file appears incidental, so the soft duplicate edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the better representative only by scope: it has the broader and more central code change set, while PR 43488 is a narrow bot/test exercise. They are not duplicates, though.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 adjusts setup/version/dependency/test fixtures for a bot check, while 43532 changes GitHub workflow automation and related runtime/testing code. Shared test filename is incidental and they 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": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "8ba9dc26acb0258cf962641870a6c165cb68f46c92b5d351ac765c23eb787f27", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct pull requests: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share framework/docs plumbing, but they target different pipelines and different underlying model support, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes implement different features in different code paths (concept segmentation vs visual segmentation), so they should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global duplicate representative because they are separate feature additions rather than the same fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and different concrete functionality/models; overlap is mostly shared documentation/registration plumbing, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "b690fff448820272037409f2d469f909b5d5c701145af1381a13a8c6b0ac4100", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated Trainer extension PRs landed in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They share a subsystem but not the same bug or change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the stronger representative of the cluster because it makes a concrete behavioral change in training_step and adds a new hook for loss scaling semantics; it is more self-contained and easier to identify from the diff than the column-filtering refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best single representative if one must be chosen: it has a clear, specific runtime behavior change and a direct new customization point. PR #43663 is a separate trainer refactor around forward-signature inspection, not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They touch the same file but different code paths and problems: loss scaling for gradient accumulation vs. column filtering based on model signature. These 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": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "bddb75ea08d6c5207853a4a946ed972b69153ef23f4b5abbbea41653739b145c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 43842 is the clearest match for the concrete `TypeAdapter` NameError fix in `serve.py`. PR 43836 still looks plausibly related to the same bug and shares the same issue target, but PR 43656 is a broader annotation cleanup with a different issue target, so it should not be treated as the same fix with high confidence.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused and explicit fix for the runtime `TypeAdapter` NameError: it moves the import under `TYPE_CHECKING` and quotes the annotation with minimal surrounding change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it directly targets the runtime failure with the least extra refactoring and the clearest bug-to-fix correspondence.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "This looks too broad and only weakly tied to the same bug. 43656 is framed as general annotation cleanup and points to a different issue target, so the evidence is not strong enough to treat it as the same underlying fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "These appear to address the same `TypeAdapter` NameError path in `src/transformers/cli/serve.py` and share the same issue target, so they are plausibly duplicate implementations of the same concrete fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is not grounded tightly enough to treat all three PRs as duplicates of one TypeAdapter NameError fix. PR 43842 is clearly about that runtime issue, and 43836 is plausibly related, but PR 43656 only shows a broader annotation cleanup in the preview and points to a different issue target. The summary and the 43656\u219443842 soft-edge acceptance overstate the evidence; please downgrade that pair to a more conservative/uncertain relationship unless the diff or issue linkage explicitly shows the same bugfix." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request: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": "a85846067ded908a8b740187379a80c18601d258e59b4acb94792763cf2b5a3c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75095, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific PRs for the same umbrella output-tracing refactor, but they are not duplicate code changes across model families. The only strong duplicate-like overlap is within the GPT-J/CodeGen subcluster.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the duplicate-like subcluster: it targets the same GPT-J/CodeGen output-tracing refactor as the other close matches, has the clearest standardized-decorator framing, and appears to be the most complete version of that change.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single PR anchor in this cluster because it most directly captures the shared GPT-J/CodeGen refactor while the rest of the items are mostly separate model-specific implementations of the broader umbrella issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue but not the same concrete code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and refactor scopes; both are output-tracing changes, but not the same code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both refactor GPT-J output tracing on the same block/code path; 44066 also adds the copied CodeGen side, so they could plausibly be one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RT-DETR-ResNet vs EfficientNet are distinct implementations; same refactor theme, not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen; shared umbrella issue only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same pattern, different code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are different model implementations; no shared concrete failure/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; only the tracing pattern matches, not the code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate decoder stacks; too broad to be duplicate PRs." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model code paths; same refactor family, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; related output-tracing work but not one concrete duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are distinct model implementations; same umbrella issue only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths; no duplicate-level overlap." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model families; not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same standardized-output theme, but different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-2 and ResNet are unrelated implementations; no shared duplicate bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model stacks; only the refactor style matches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths; similar goal, not duplicate." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-2 vs Flaubert/XLM; no shared code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-2 and GPT-J are different model implementations, even though both use the tracing refactor pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are separate decoder implementations; too broad for duplicate triage." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same umbrella issue only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR do not share the same concrete refactor target." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; same family of work, but not the same change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are distinct code paths; not mergeable as one fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model stacks; same umbrella issue only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are separate model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different concrete implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-2 are not the same change, just the same refactor pattern." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate code bases within the umbrella refactor." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model paths; not duplicate PRs." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-2 and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different concrete code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-2 and SpeechT5 are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different models; not the same fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-2 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are distinct model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J/CodeGen output-tracing refactor and overlap on the same files; they look like the same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both refactor GPT-J output tracing on the same code path; 44722 is just the broader later variant with CodeGen added." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RT-DETR-ResNet are different model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are not the same concrete refactor." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViT-S are different model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet: the cluster is mostly model-specific output-tracing refactors tied to the same umbrella issue, and the only clearly duplicate-like subcluster is the GPT-J/CodeGen set. The accepted PR pairs are plausibly mergeable into one bugfix PR because they overlap on the same GPT-J/CodeGen code path, with 44722 appearing to be the broadest version. I don\u2019t see overstatement beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "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": "955a5da1b9f14917deff949b2c83929f3a3e3f5fab498a99dd2bb66d9df0ecb5", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "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 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all apply the same output-capture refactor pattern, but each one targets a different model implementation and code path, so they are not duplicates and should not be merged as one change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits well because the items are independent, model-specific migrations rather than the same fix. If one must be chosen as the most representative, SpeechT5 (44129) is the most explicit and self-contained refactor, with a concrete issue link and clear standardized output capture changes.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best representative PR: it has an explicit issue target, a focused refactor to standardized output capture, and a concrete model-specific code path rather than just a title-level similarity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-capture refactors, but FocalNet and ImageGPT are different model implementations with different forward paths and hooks; not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model-specific migrations; similarity is only at the refactor pattern level, not a shared concrete code-path fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert both refactor output tracing, but they touch different architectures and distinct output-recording logic, so they should stay separate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are unrelated model implementations; the shared decorator/capture_outputs theme is too broad to treat as the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different model code paths; this is a common migration pattern, not a duplicate bug fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 have different model-specific output handling and different scopes; the overlap is only in refactoring style, not the same mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "d81ae59bf78ed8b70ab66c9b50c6d871368c0ac893e0833afd1293be34b58e9e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a theme cluster of model-specific output-tracing refactors (adding `can_return_tuple`, `capture_outputs`, or simplifying forward signatures) across unrelated architectures. The titles and diffs are stylistically similar, but they are not duplicate fixes to the same concrete code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative: it is one of the more substantial refactors, spans two related Mamba-family files, and includes the output-capture plumbing that characterizes the cluster.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest standalone exemplar of the cluster\u2019s pattern, but it should be treated as a representative rather than a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing refactors, but `timm_backbone` and `upernet` are separate model code paths with different forward logic; similar pattern, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated models; the diffs adjust different forwards and output handling, so this is not one duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` vs `univnet` are different architectures and the changes are model-local refactors, not the same concrete bug or implementation." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both use the same refactor vocabulary, but `timm_backbone` and Mamba/FalconMamba touch distinct code paths and different output mechanisms." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are unrelated model implementations; these are separate forward-signature cleanups, not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are different model families; the PRs refactor output tracing independently and do not target the same underlying code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` and `upernet` are unrelated modules; similar `can_return_tuple` usage is not enough to make them duplicate changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything are separate vision models with different forward methods; these are parallel refactors, not one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` change different code paths and different APIs, so they are not mergeable as one duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs Speech Encoder-Decoder are unrelated architectures; the shared refactor theme does not indicate the same bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; each PR rewires its own forward/output handling, so they are not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "These are separate model implementations with distinct forward paths; the similarity is only in refactoring style, not in the code change itself." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are different model families; same tracing pattern, different underlying logic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` operate in different domains and code paths; they are not the same concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and Depth Anything are unrelated models; the PRs make independent output-tracing adjustments and should not be merged as duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and Mamba/FalconMamba are different code paths; these are model-specific refactors, not one shared bug fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` touch unrelated forward implementations, so the overlap is only thematic." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba and SuperPoint are unrelated subsystems; the output-tracing changes are not the same underlying change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family tracing changes and CodeGen tracing changes affect different model internals and are not plausibly one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are separate vision stacks; similar decorator/import edits do not make them duplicate fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated models; the refactors are independent and not the same code-path problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything vs DPR are different tasks and model architectures; these are separate output-tracing refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are parallel wrappers, but they are distinct files and distinct forward paths, so not duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated models; similar refactor wording does not imply the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "7ed9b216482c3e268c5905e2dca6dae57aea345c20bc9761351da4ed9d9c0926", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-introduction PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers scaffolding because all new-model PRs touch the same registration/autoload files, but they do not fix the same bug or implement the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. Overlap is only from shared new-model plumbing and docs registration, not a shared underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both are model additions, but for unrelated architectures (PenguinVL vs DeepSeek-OCR-2). Shared auto/model registry files are expected boilerplate, not evidence of the same PR." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model implementations with different filenames, tests, and conversion/image-processing components; not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "c97cc7882c0bfff2f53fe62ff188fd9daca058a1df6b678c6a0bfdffec0c5a3e", + "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": "Two related but distinct PRs: one introduces a generic Module Fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They share the fusion theme but are not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the better canonical anchor because it defines the foundational Module Fusion API and tests; PR #45363 is a downstream integration that uses a different mechanism and code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the strongest representative of the cluster\u2019s core topic: a general module-fusion abstraction. It is broader and more central than the KernelConfig-specific fusion integration in #45363.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same concrete change. #44979 adds a standalone module-fusion API, while #45363 wires KernelConfig into model loading for n-to-1 kernel fusion. Different implementation paths and scopes, 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": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "9c909c2ba38c7e54338e99ee2904431e90bf1f3691987fefde8d1cf1a1b1b049", + "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": "Two pull requests implement the same Mistral regex fix in the same file and code path; the second adds tests and looks like a more complete version of the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it makes the same AttributeError fix as #45086 and also includes a test update, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best representative of the cluster because it covers the same underlying bug fix with additional test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex; the diffs are effectively the same bug fix, and #45317 appears to be a superset with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "df30baa18aa2906d33aee6379fd6c6d2dd53645f4bbc05ccbed524243939b089", + "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 files, but they address different changes: one refactors NemotronH to inherit GraniteMoeHybrid-style conversion/mapping behavior, while the other splits NemotronH into dense/sparse model variants and updates docs/auto-mapping. They are related, but not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better representative because it is the broader architectural change: it introduces the dense/sparse model split, updates model registration, docs, and tests. PR 45115 is a narrower conversion-mapping/refactor follow-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest single PR in the cluster because it covers the main user-facing/model-structure work and is more likely to be the primary change users care about.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Overlapping NemotronH files, but different concrete goals: 45115 focuses on checkpoint conversion/key renaming for GraniteMoeHybrid compatibility, while 45569 splits NemotronH into dense/sparse variants and updates docs/model registration. They could not plausibly be merged as one PR without becoming a bundle of separate changes." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "1c3f4b530dae50401e55f22dbc9211ce4a4fcb62912fe0e3bd2d87f9b563ebf4", + "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 but distinct PRs under a heterogeneous-config umbrella: one adds per-layer config plumbing, the other adds heterogeneous model/runtime support built on top of it.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change and the more complete representative of the feature area: it touches model/runtime code paths (cache, masking, modeling) and includes the per-layer config work as part of a larger implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best single representative because it covers the concrete runtime/model behavior, not just the configuration schema, so it is the more substantive artifact in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share the heterogeneous-config theme, but 45333 is config plumbing only while 45332 is the broader modeling/runtime implementation. They are related components, not the same underlying bug/change, and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "ef4a17c90e137c8f21f2670c7b9b159d71281f143faf1d3ed0d84c4aa9d86e91", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch typing-related code, but they are not the same underlying change. PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 is a narrower typing follow-up around modeling_utils and related helpers.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused change: it adds concrete typing protocol/alias support in _typing.py and related integrations, whereas 45415 is a broad multi-file type-checking sweep. It is the better representative of a single, cohesive change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best standalone representative because it has a narrower scope and a clearer concrete purpose. PR 45415 is too broad and mixes many files and typing cleanup concerns into one umbrella sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-focused and share some files, but 45415 is a wide type-checking pass across many modules while 45425 is a targeted typing addition for specific APIs. They do not look like the same concrete bug or change and would not plausibly merge into 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": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-6", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843", + "pull_request:45858", + "pull_request:45890", + "pull_request:45926" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45926", + "pull_request:45817|pull_request:45843", + "pull_request:45858|pull_request:45890", + "pull_request:45858|pull_request:45926", + "pull_request:45890|pull_request:45926" + ], + "prepared_review_unit_hash": "176e8b27f5165139c442a6cae9ea830063e0c22f2c61dadd38aab926b98849e2", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14717, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14717, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated: two are real model-parallel code fixes for different models, and three are separate XPU test-expectation updates for different models. None of the soft pairs look like the same underlying change.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45487 is the strongest representative because it fixes a concrete model-parallel device-placement bug in actual forward code across multiple model implementations, not just tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45487 is the most substantial and broadly applicable code fix in the set, with direct runtime impact and clearer production value than the test-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both mention model parallelism, but they fix different architectures and different bugs: AltCLIP/ChineseCLIP token-type tensor placement vs DeimV2 model code changes. Not the same code path or mergeable into one PR." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45926", + "accept": false, + "reason": "45487 is a code fix for AltCLIP/ChineseCLIP; 45926 only adds HyperCLOVAX XPU test expectations. Different model, different scope, not the same underlying change." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Gemma4 model-parallel fixes and DeimV2 model-parallel fixes are separate model-specific changes with different code paths. Shared theme is too broad to treat as duplicate." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Both are XPU expectation updates, but for different models and different test files. They do not fix the same bug or change." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45926", + "accept": false, + "reason": "These are separate test-only expectation additions for different models (hy_v3 vs HyperCLOVAX), so they are not the same underlying change." + }, + { + "left": "pull_request:45890", + "right": "pull_request:45926", + "accept": false, + "reason": "Different model families and different test expectation updates; no shared concrete bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "98a263b20bddc0a12caf28929feab9528ab09bc753771bc5bef4718dc5131120", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related to EP/distributed loading, but they address different concrete failure modes and should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a specific EP/FSDP2 corruption path where expert parameters are overwritten during rank-0 broadcast, with a focused fix in model loading and MoE/tensor-parallel code.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone candidate: it has the clearest bug description, broader but still coherent code coverage, and a concrete runtime failure mode tied to DTensor/sharding behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and fixes: 45548 removes distributed_config serialization and adds has_ep for EP + DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes expert parameters being overwritten after sharding in EP + FSDP2. They touch overlapping files but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "a8a646702d6630aab85b4bbf6161b34801d074652aa5f4e5fc2e9cbdbe6297f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging collision in `testing_utils.py`; PR 45645 is the broader, more complete fix because it also updates CI to collect multiple `captured_info*.txt` files and preserve debug output.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe logging fix plus the downstream CI/reporting changes needed to consume per-worker files. PR 45639 is a narrower subset focused only on the library-side write path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the change set since it addresses both the code-path collision and the artifact handling required for the fix to work end-to-end. PR 45639 appears to be an incomplete subset of the same work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision problem in patched testing debug logs; 45645 extends the same fix rather than introducing a different 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": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45997-3", + "nodes": [ + "pull_request:45997", + "pull_request:46005", + "pull_request:46010" + ], + "soft_pairs": [ + "pull_request:45997|pull_request:46005", + "pull_request:46005|pull_request:46010" + ], + "prepared_review_unit_hash": "11c6e92fa0035881d0b1fa184f2b37dd43ca5efa3cfc1ec70530867c61c239f5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6647, + "estimated_input_tokens": 1662, + "estimated_eval_tokens": 3580 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6647, + "estimated_input_tokens": 1662, + "estimated_eval_tokens": 3580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are variations of the same StaticLayer/get_seq_length cache-length bug. PR 45997 is the smallest partial fix, PR 46005 adds the int-return correction, and PR 46010 appears to be the most complete version with related masking/test updates. The linked issue is clearly 45987.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45987 is the only explicit tracking issue referenced by the PRs, so it is the natural canonical issue.", + "canonical_pr_reason": "PR 46010 is the most complete fix for the same cache-length bug, extending the cache_utils change with related masking and test updates.", + "best_issue_reason": "Issue 45987 best represents the underlying bug because it is the shared explicit target for the PRs.", + "best_pr_reason": "PR 46010 is the best representative PR because it covers the core fix and the follow-up adaptations/tests, making it the most complete candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45997", + "right": "pull_request:46005", + "accept": true, + "reason": "Same underlying cache-length bug in the same file; 46005 subsumes 45997 by adding the int-return fix on top of the scalar-tensor change." + }, + { + "left": "pull_request:46005", + "right": "pull_request:46010", + "accept": true, + "reason": "Both fix the same concrete code-path where StaticLayer.get_seq_length() leaks a Tensor; 46010 looks like a broader but compatible version of the same change, with related follow-up updates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45987 is the only explicit issue target, and all three PRs center on the StaticLayer/get_seq_length cumulative_length bug in cache_utils. The soft-edge acceptances are conservative enough because 45997 is clearly a subset of 46005, and 46010 appears to be the same core fix plus related masking/test updates rather than a different bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/manifest.json b/snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..492485ab4e8bc8a22085774a02a394ad6c661c3a --- /dev/null +++ b/snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260517t180130z", + "artifacts": { + "hybrid": "snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-17T18:08:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260517T180130Z", + "variant": "hybrid" +} diff --git a/snapshots/20260517T180130Z/manifest.json b/snapshots/20260517T180130Z/manifest.json index 3f677ca9f89be4e8c7ac91aba4d2cd7fee12e831..7ebc066fda3df87b0978384e916b8f01801bd724 100644 --- a/snapshots/20260517T180130Z/manifest.json +++ b/snapshots/20260517T180130Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 120 }, "extracted_at": "2026-05-17T18:01:30Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260517t180130z", + "runs": { + "hybrid-model-20260517t180130z": { + "analysis_id": "hybrid-model-20260517t180130z", + "artifacts": { + "hybrid": "snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260517T180130Z/analysis-runs/hybrid-model-20260517t180130z/manifest.json", + "model": null, + "published_at": "2026-05-17T18:08:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260517T180130Z", "watermark": {