diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 93b93cc7206385d3cbb340658f8746468b86bb94..5ae5d656b0792eab6454bc4cf639a752aaf27178 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": "20260517T180130Z", - "generated_at": "2026-05-17T18:08:49Z", + "snapshot_id": "20260518T000027Z", + "generated_at": "2026-05-18T00:07:33Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,527 +1049,6 @@ } ] }, - { - "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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} - ] - }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1639,155 +1118,29 @@ "filename": "src/transformers/models/deimv2/configuration_deimv2.py", "left_ranges": [ [ - 1, - 74 - ] - ], - "right_ranges": [ - [ - 1, - 266 - ] - ] - }, - { - "filename": "tests/models/deimv2/test_modeling_deimv2.py", - "left_ranges": [ - [ - 1, - 15 - ] - ], - "right_ranges": [ - [ - 1, - 1734 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-45987-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #45987.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45987, - "canonical_pr_number": 46005, - "issue_numbers": [ - 45987 - ], - "pr_numbers": [ - 45997, - 46005, - 46010 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45997, - "right_pr_number": 46005, - "code_similarity": 0.597, - "size_similarity": 0.737, - "file_overlap": 1.0, - "area_overlap": 0.35, - "patch_similarity": 0.182, - "shared_filenames": [ - "src/transformers/cache_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cache_utils.py", - "left_ranges": [ - [ - 290, - 302 - ] - ], - "right_ranges": [ - [ - 291, - 297 - ], - [ - 377, - 383 - ] - ] - } - ] - }, - { - "left_pr_number": 45997, - "right_pr_number": 46010, - "code_similarity": 0.306, - "size_similarity": 0.288, - "file_overlap": 0.333, - "area_overlap": 0.35, - "patch_similarity": 0.17, - "shared_filenames": [ - "src/transformers/cache_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cache_utils.py", - "left_ranges": [ - [ - 290, - 302 + 1, + 74 ] ], "right_ranges": [ [ - 291, - 297 - ], - [ - 377, - 383 + 1, + 266 ] ] - } - ] - }, - { - "left_pr_number": 46005, - "right_pr_number": 46010, - "code_similarity": 0.516, - "size_similarity": 0.212, - "file_overlap": 0.333, - "area_overlap": 1.0, - "patch_similarity": 0.156, - "shared_filenames": [ - "src/transformers/cache_utils.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/transformers/cache_utils.py", + "filename": "tests/models/deimv2/test_modeling_deimv2.py", "left_ranges": [ [ - 291, - 297 - ], - [ - 377, - 383 + 1, + 15 ] ], "right_ranges": [ [ - 291, - 297 - ], - [ - 377, - 383 + 1, + 1734 ] ] } @@ -2073,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -2084,8 +1437,7 @@ 43842 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -2273,6 +1625,61 @@ } ] }, + { + "cluster_id": "cluster-45987-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45987.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45987, + "canonical_pr_number": 46005, + "issue_numbers": [ + 45987 + ], + "pr_numbers": [ + 45997, + 46005 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45997, + "right_pr_number": 46005, + "code_similarity": 0.597, + "size_similarity": 0.737, + "file_overlap": 1.0, + "area_overlap": 0.35, + "patch_similarity": 0.182, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 290, + 302 + ] + ], + "right_ranges": [ + [ + 291, + 297 + ], + [ + 377, + 383 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2330,6 +1737,281 @@ ] } ] + }, + { + "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": [], @@ -2377,7 +2059,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." }, { "cluster_id": "cluster-43979-11", @@ -2397,21 +2079,13 @@ "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-43998-10", - "canonical_pr_number": 44025, + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, "duplicate_pr_numbers": [ - 43998, - 44001, - 44002, - 44004, - 44026, - 44027, - 44028, - 44029, - 44030 + 44018 ], "target_issue_number": null, - "reason": "PRs in cluster-43998-10 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-45081-3", @@ -2441,21 +2115,20 @@ "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-45987-4", + "cluster_id": "cluster-45987-3", "canonical_pr_number": 46005, "duplicate_pr_numbers": [ - 45997, - 46010 + 45997 ], "target_issue_number": 45987, - "reason": "PRs in cluster-45987-4 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-45987-4", - "issue_number": 45987, - "reason": "Issue #45987 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 3 discussion comments plus 5 inbound references.", - "score": 151.0 + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 7d48b88a592acab0f6eb5f011f7451c3579fe32b..098750884334ffece0e98444b6d672c8219ea1c9 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": "20260517T180130Z", - "generated_at": "2026-05-17T18:08:49Z", + "snapshot_id": "20260518T000027Z", + "generated_at": "2026-05-18T00:07:33Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -76,8 +76,8 @@ "issue:44292|issue:45237", "issue:30277|issue:35545", "issue:35545|issue:42915", - "issue:45901|issue:46015", "issue:35545|issue:41720", + "issue:45901|issue:46015", "issue:44509|issue:44512", "issue:35545|issue:36010", "issue:44805|issue:45823", @@ -93,7 +93,6 @@ "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", @@ -119,6 +118,7 @@ "issue:44560|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", + "issue:45237|issue:46015", "issue:34928|issue:36010", "issue:43039|issue:44805", "issue:41762|issue:43596", @@ -127,429 +127,444 @@ "issue:45237|issue:45901", "issue:44841|issue:45823", "issue:43039|issue:44560", + "issue:43975|issue:46015", "issue:45812|issue:45920", "issue:43866|issue:44863", + "issue:44863|issue:46015", + "issue:44292|issue:46015", "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "05303ae7a493ac02915bef920642dfc97a564b9b9c50607a4c7973709b3d2b8a", + "prepared_review_unit_hash": "f20a6fe8cfe4621293bbb18831f69eae49abad6d2e57c73359364ade34fbc2c3", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 63, - "serialized_chars": 46657, - "estimated_input_tokens": 11665, - "estimated_eval_tokens": 23586 + "soft_pair_count": 66, + "serialized_chars": 47561, + "estimated_input_tokens": 11891, + "estimated_eval_tokens": 24038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is mostly heterogeneous, but there is one clear duplicate sub-pair around DeepSpeed ZeRO-3 + BertModel index-out-of-bounds. Most other pairs are only superficially similar (same subsystem or same symptom class) and should stay separate.", "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_issue_reason": "issue:43596 is the broader, cleaner report of the same ZeRO-3/Bert size-0 index error and likely subsumes issue:43638.", "canonical_pr_reason": null, - "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_issue_reason": "issue:43596 is the best representative of the only strong duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3_5Config missing attribute vs streaming chat/completions inference error." + "reason": "Different problems: Qwen3.5 config attribute error vs chat/completions streaming failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime problems: AMD GPU support failure vs MPS histogram op on Int." + "reason": "Both are GPU/runtime failures, but on different models and different backend issues (AMD GPT-OSS vs MPS histogram op)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug class: image preprocessor dtype mismatch vs model failure on AMD GPUs." + "reason": "Both mention model/runtime incompatibility, but one is a dtype mismatch in Mistral-3 preprocessing and the other is GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU device issues are not the same underlying bug." + "reason": "Different model and failure mode: autocast dtype mismatch vs AMD GPU support/runtime issue." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated errors: AMD GPU load/runtime failure vs invalid method call in GraniteMoEHybrid." + "reason": "Different model families and symptoms; no concrete shared code-path shown." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different symptoms and code paths: NVFP4 runtime error vs AMD GPU incompatibility." + "reason": "Both are Qwen-related runtime issues, but the reported failures are unrelated and not the same bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + "reason": "Both are DeepSpeed-related or export-related failures, but they affect different models and code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export bug and FineGrainedFP8 model failure are separate issues." + "reason": "Both are model-specific failures, but ONNX export and FP8 loading are unrelated." }, { - "left": "issue:45901", - "right": "issue:46015", + "left": "issue:35545", + "right": "issue:41720", "accept": false, - "reason": "Table QA crashes and outdated RAG docs are unrelated." + "reason": "Different failures: ONNX export vs auto device mapping assert on Qwen3." }, { - "left": "issue:35545", - "right": "issue:41720", + "left": "issue:45901", + "right": "issue:46015", "accept": false, - "reason": "ONNX export error and device-map cuda assert are different failures." + "reason": "Completely different topics: table QA crash vs outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions from v5 removals, but they target different obsolete docs content and are not the same change." + "reason": "Both are documentation cleanups for v5 removals, but they target different removed items and likely different pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different areas: ONNX export vs GenerationMixin import path breakage." + "reason": "Different issues: ONNX export for ModernBERT vs missing GenerationMixin import." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch and Gemma4 device_map forward mismatch are different bugs." + "reason": "Both are shape/device mismatches, but the model, stack, and failure signature differ." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "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." + "reason": "Similar IndexError wording, but different model/setup and not enough evidence of the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different underlying failures: ZeRO-3 Bert loading vs mask/tensor shape mismatch." + "reason": "Same error family, but one is ZeRO-3/BertModel and the other is a mask-shape mismatch in a different path." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape mismatch error and GPT-OSS MoE TP issue are unrelated." + "reason": "Both involve tensor-shape/runtime problems, but on unrelated models and code paths." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both involve tensor/shape issues, but the affected paths and reported failures differ." + "reason": "Different failures: mask/tensor shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch is not the same as Bert ZeRO-3 index error." + "reason": "Different models and distinct DeepSpeed failures; no strong evidence they are the same bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same concrete bug class: BertModel loading with DeepSpeed ZeRO-3 hits the same size-0 index error." + "reason": "Near-identical ZeRO-3/Bert index-out-of-bounds reports; 43638 looks like the same underlying bug with a more specific reproduction." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy invocation and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross-entropy call issue is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save mismatch are different problems." + "reason": "Both mention output/tokenization correctness, but one is DeepSeek detokenization and the other is LoRA merge/save inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + "reason": "Different problems: Qwen-3-8B-NVFP4 runtime error vs LoRA merge/save mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation error is not the same as the mask shape mismatch issue." + "reason": "Both are shape-related, but activation checkpointing/FSDP mismatch is a different code path from mask indexing." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "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." + "reason": "Both involve DeepSpeed, but one is a weight shape error and the other is a collective mismatch on Jamba-v01." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same module family, but CPU offload incompatibility and uninitialized-memory after to_empty() are different root causes." + "reason": "Both are Qwen3.5-MoE rotary embedding issues, but CPU offload incompatibility and uninitialized memory after to_empty are different bugs." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "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." + "reason": "Different model/setup and unrelated DeepSpeed vs tensor-parallel problems." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing recomputation error is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "Activation checkpointing/FSDP size mismatch is unrelated to the custom compute_loss signature regression." }, { - "left": "issue:44457", - "right": "issue:46015", + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "LoRA output mismatch and docs cleanup are unrelated." + "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Image preprocessor dtype mismatch and invalid method call are unrelated." + "reason": "Different model-specific failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Different Gemma4 issues: device_map mismatch during forward vs expensive reverse embedding lookup for inputs_embeds." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error with vLLM and Mistral regex patch crash are unrelated." + "reason": "Gemma3/vLLM attribute error is unrelated to Mistral tokenizer regex patching." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility is not the same as the Qwen-3 NVFP4 runtime error." + "reason": "Torch version incompatibility is not the same as a Qwen-3-8B-NVFP4 runtime failure." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel issue are different code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 input-embedding unpacking failure and GPT-OSS TP failure are unrelated." + "reason": "TRL SFT embedding unpacking failure and GPT-OSS TP failure are distinct code paths." }, { - "left": "issue:44560", + "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding and MPS histogram error are different bugs." + "reason": "Different models and runtime backends; no shared concrete bug." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Different failures: Mistral-3 image preprocessor dtype mismatch vs Qwen-3 NVFP4 runtime error." + "reason": "Mixtral grouped_mm tracing error is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram not implemented are unrelated." + "reason": "Both are runtime failures, but not the same model or failure mode." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS Int histogram error are unrelated." + "reason": "GraniteMoEHybrid invalid method call is unrelated to the MPS histogram_not_implemented issue." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model-specific bugs with no shared root cause." + "reason": "Different model families and distinct failure signatures." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime failure and Qwen3.5 embedding unpacking failure are unrelated." + "reason": "Qwen-3-8B-NVFP4 error and TRL embedding unpacking issue are different bugs." }, { "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." + "reason": "Both are ZeRO-3 loading issues, but Gemma3 empty-dimension IndexError is not the same as BertModel index-out-of-bounds." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy issue and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "Liger Kernel cross-entropy call and TRL 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." + "reason": "Both are docs issues, but they concern different removed v5 features and different examples." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-vl-embedding video StopIteration are unrelated." + "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl-embedding StopIteration." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram error are different bugs." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to an MPS int histogram limitation." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video processing failure and MPS Int histogram error are unrelated." + "reason": "Different model/backend failures with no shared code path." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy call and autocast dtype mismatch are different failures." + "reason": "Liger Kernel cross-entropy issue is unrelated to autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer signature breakage are unrelated." + "reason": "DeepSpeed collective mismatch and custom compute_loss signature regression are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS on AMD GPUs has nothing to do with outdated RAG examples." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation error and GenerationMixin import breakage are unrelated." + "reason": "FSDP checkpointing mismatch is unrelated to the missing GenerationMixin import." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call and mask/tensor shape mismatch are unrelated." + "reason": "Cross-entropy kernel issue and mask-shape mismatch are different bugs." }, { "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." + "reason": "Both are size-0 IndexErrors under ZeRO-3, but the affected models and setup differ enough to keep them separate." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are unrelated docs issues." + "reason": "Docs mention different deprecated APIs: return_all_scores vs transformers run command." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute issue in vLLM and Qwen3 auto device map cuda assert are unrelated." + "reason": "Gemma3/vLLM attribute issue is unrelated to Qwen3 auto device mapping assert." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support problem and table-question-answering crash are different bugs." + "reason": "GPT-OSS GPU runtime issue is unrelated to table-question-answering crashes." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device_map forward mismatch are unrelated." + "reason": "Voxtral processor failure and Gemma4 device mismatch are different issues." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy issue and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy call and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization bug and outdated RAG docs 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." + "accept": false, + "reason": "Both are AutoTokenizer wrong-ID regressions, but the affected model sets differ and there is no evidence of the same exact tokenizer bug or single fix." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are different problems." + "reason": "Checkpoint corruption and NemotronH checkpoint loading are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading bug is unrelated to RAG docs." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to docs cleanup." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading issue and checkpoint corruption are unrelated." + "reason": "GLM-4.7-Flash unit-test loading issue and Ovis2 checkpoint corruption are different model problems." }, { "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." + "reason": "Mask/index shape mismatch is a different failure from ZeRO-3 BertModel size-0 IndexError." } ] }, "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." + "feedback": "The summary is grounded in the packet: the only clearly strong duplicate pair is the ZeRO-3/BertModel size-0 IndexError cluster around issue:43596 and issue:43638, and the rest of the pairs are conservatively rejected despite superficial subsystem/symptom overlap. I don\u2019t see any soft-edge verdict that overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -576,6 +591,7 @@ "issue:40990", "issue:41093", "issue:41762", + "issue:42915", "issue:43054", "issue:43296", "issue:43366", @@ -595,6 +611,7 @@ "issue:44291", "issue:44292", "issue:44387", + "issue:44530", "issue:44589", "issue:44841", "issue:44918", @@ -604,7 +621,6 @@ "issue:45070", "issue:45084", "issue:45161", - "issue:45237", "issue:45362", "issue:45399", "issue:45464", @@ -616,8 +632,7 @@ "issue:45800", "issue:45823", "issue:45901", - "issue:45902", - "issue:46015" + "issue:45902" ], "soft_pairs": [ "issue:39290|issue:43531", @@ -625,7 +640,6 @@ "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", @@ -634,9 +648,8 @@ "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:36010|issue:39290", "issue:41093|issue:41762", "issue:45800|issue:45823", "issue:43296|issue:43366", @@ -644,7 +657,6 @@ "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", @@ -652,91 +664,87 @@ "issue:41093|issue:43596", "issue:43541|issue:44589", "issue:43054|issue:43994", - "issue:45542|issue:45800", "issue:45759|issue:45902", + "issue:45542|issue:45800", "issue:40990|issue:44960", "issue:39186|issue:44918", "issue:43716|issue:44918", "issue:45632|issue:45698", "issue:43404|issue:45005", - "issue:43645|issue:45399" + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "10055ea6439c30f9825b99c9a596e80fc8e32c016c6f5c3d5bfb36ea90d3427b", + "prepared_review_unit_hash": "65f16a71fd3244fc3f09b5a0e337097b78b48978277098529507d8f2df07ce85", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39273, - "estimated_input_tokens": 9819, - "estimated_eval_tokens": 19894 + "soft_pair_count": 39, + "serialized_chars": 39060, + "estimated_input_tokens": 9765, + "estimated_eval_tokens": 19786 }, "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).", + "summary": "This cluster is heterogeneous: it contains many unrelated regressions around model loading, config, dtype/device mismatches, and MoE/runtime behavior. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set for recent-transformers regressions affecting custom/remote-code model loading, but the cluster is too diverse for a true single canonical duplicate target.", "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_issue_reason": "issue:45020 is the strongest overall representative because it captures the widest recurring theme of version-related breakage, even though it does not subsume most of the other issues.", "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." + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM config attribute error and the other is a Qwen3-MoE model issue; different code paths." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table QA crashes are unrelated code paths." + "reason": "Whisper model loading/runtime failure vs table-question-answering task crash; no shared underlying bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "General torch/version incompatibility is not the same bug as the PretrainedConfig pydantic field breakage." + "reason": "Torch version incompatibility is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are version-sensitive runtime issues, but the reported failures and environments are different." + "reason": "Both involve runtime errors, but one is DeepSpeed ZeRO-3 indexing and the other is a torch/transformers compatibility issue." }, { "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." + "reason": "Incorrect detokenization and a table QA crash are unrelated failures." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading/running failure is not the same as the pydantic config-field regression." + "reason": "Whisper inference failure is not the same bug as the pydantic PretrainedConfig breakage." }, { "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." + "reason": "Both are Qwen3.5-related, but one is chat crashes and the other is streaming chat/completions API failure; not the same concrete issue." }, { "left": "issue:44292", @@ -748,197 +756,194 @@ "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are different problems." + "reason": "Untied lm_head weights in Mistral3 is a model-weight tying bug, while Ovis2 checkpoint corruption is a different problem." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window attribute error and Gemma4 device mismatch are unrelated." + "reason": "Gemma3 sliding_window_pattern and Gemma4 device mismatch are distinct model/version issues." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and an MPS histogram kernel error are different code paths." + "reason": "Qwen chat streaming failure and MPS histogram support for Int are different subsystems and bugs." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram support are unrelated." + "reason": "Torch dynamo tracing on Mixtral and an MPS histogram limitation 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." + "reason": "Grouped_mm tracing error and autocast dtype mismatch are both MoE/runtime issues, but not the same failure mode." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-node compilation error are different bugs." + "reason": "Processor failure for Voxtral and non-template-node compilation error are unrelated." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "AMD GPU model support and documentation examples are unrelated." + "reason": "Importing GenerationMixin and a Gemma3 sliding_window_pattern issue do not share the same bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask length mismatch and zero-sized index error during Gemma3 loading are different failures." + "reason": "Mask-shape mismatch and DeepSpeed ZeRO-3 zero-size index error are different indexing/masking failures." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility is not the same as Gemma4 PLE device placement." + "reason": "General torch/transformers incompatibility is not the same as Gemma4 PLE device placement mismatch." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are separate model-compatibility requests/issues." }, { "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." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig break." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory regression and tied-weights translation issues are unrelated." + "reason": "Int4 memory growth/OOM and tied-weights translation regressions are different problems." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch-dynamo grouped_mm failure and GPT-OSS tensor-parallel failure are different bugs." + "reason": "Torch dynamo tracing error for Mixtral is not the same as TP-only failure on GPT-OSS MoE." }, { "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." + "reason": "Autocast dtype mismatch and streaming chat API failure are different Qwen/MoE/runtime bugs." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and pydantic PretrainedConfig field breakage are different code paths." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is a separate initialization API regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and streaming chat API failure are unrelated." + "reason": "GGUF architecture support for gpt-oss is unrelated to Qwen3.5 streaming inference failures." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code model breakage and torch/transformers version incompatibility are not the same bug." + "reason": "Remote-code breakage and torch 2.4.1/transformers 5.8.0 incompatibility overlap only at a very broad version-regression level." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and pydantic config fields are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and pydantic PretrainedConfig are unrelated." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but they arise from different model-loading situations." + "reason": "Mask length mismatch and DeepSpeed ZeRO-3 zero-size index error are different tensor-shape/indexing bugs." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are unrelated." + "reason": "Mixtral tracing failure and missing Float8 storage type are distinct runtime/storage issues." }, { "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." + "reason": "SigLIP2 text-embedding quality regression and AutoModel/pipeline nonsensical results are related at the model family level but not clearly the same defect." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping and uninitialized memory in Qwen3.5 MoE rotary embedding are different bugs." + "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are different loading/initialization bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend detection is unrelated to torch/transformers version incompatibility." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and GLM5 are unrelated reports." + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are too vague and unrelated to be the same bug." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality and SFT embedding unpacking are different failures." + "reason": "FSDP 2-D weight error and TRL SFT embedding unpacking failure are different training/runtime bugs." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Gemma-3 image/text dtype mismatch and Qwen3.5 embedding unpacking are unrelated." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking with TRL." }, { "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." + "reason": "Cache-path collision for trust_remote_code and wrong custom module loading after save_pretrained are both custom-module issues but not the same underlying 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." + "reason": "Mistral3 lm_head tying and translation-model tied-weights regressions share a theme but not the same concrete code path." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + "reason": "Custom-model notebook initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to flash-attn2 fallback blocking checks." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -985,7 +990,6 @@ "issue:44488", "issue:44492", "issue:44512", - "issue:44530", "issue:44534", "issue:44589", "issue:44863", @@ -995,18 +999,17 @@ "issue:44960", "issue:45005", "issue:45020", - "issue:45399", "issue:45507", "issue:45520", "issue:45663", + "issue:45685", "issue:45701", "issue:45800", + "issue:45823", "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", @@ -1024,8 +1027,8 @@ "issue:43950|issue:45902", "issue:43872|issue:44589", "issue:43054|issue:45701", - "issue:41553|issue:43883", "issue:38175|issue:43054", + "issue:41553|issue:43883", "issue:44910|issue:45859", "issue:45663|issue:45902", "issue:41553|issue:43881", @@ -1036,176 +1039,165 @@ "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", - "issue:43881|issue:43883", + "issue:43782|issue:44960", "issue:41762|issue:42915", - "issue:43782|issue:44960" + "issue:43881|issue:43883", + "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "f498f98b69d70dec413ba7d9fea9c2bb33ad3e5d18de6eecc9cfeb46d8c99aa8", + "prepared_review_unit_hash": "990b401f7146c68b90a890a38358ee27834a093ea8c19ec874892896798e7daa", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37544, - "estimated_input_tokens": 9386, - "estimated_eval_tokens": 19028 + "soft_pair_count": 33, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "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.", + "summary": "Most pairs are unrelated. The clear duplicates are the non-persistent buffer corruption regression in v5, and likely one SigLIP2 implementation-discrepancy pair.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43950 is the strongest anchor: it states the concrete 5.x regression, the affected API (`from_pretrained()`), and the specific failure mode for non-persistent buffers.", "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_issue_reason": "issue:43950 is the best overall issue because it is the most precise, actionable bug report and also serves as the canonical node for its duplicate cluster.", "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." + "reason": "Different problems: a DSA/ReLU discussion vs a docs typo about a removed command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same concrete issue as tied-weights regression." + "reason": "Both involve model loading/training, but the concrete bugs are different (quantization offload vs tied-weights handling)." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights issues in translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Minor docs typo vs broader documentation removal notice; not the same bug/change." + "reason": "A typo in docs is not the same underlying bug as removed-command documentation drift." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model/trainer problem: Qwen3.5 SFT unpacking vs GraniteMoEHybrid invalid method call." + "reason": "Different model families and different code paths; one is TRL embedding unpacking, the other is a model method issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific regressions: detokenization bug vs Qwen loading error." + "reason": "Detokenization bug and Qwen NVFP4 load error are unrelated symptoms." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying bug: Transformers v5 corrupting/filling non-persistent buffers with junk." + "reason": "Same regression: both report transformers v5 corrupting non-persistent buffers during loading." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different bugs in different models; no shared concrete code path." + "reason": "No shared concrete bug; they concern different models and failure modes." }, { "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." + "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is a quality/regression report; not the same concrete bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Different regression: remote-code config fields vs non-persistent buffer materialization." + "accept": true, + "reason": "Both describe the same non-persistent buffer corruption regression in v5." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different issues: autocast dtype mismatch vs Qwen3.5 gradient explosion/position_ids behavior." + "reason": "Different model-specific dtype/optimizer behavior versus a Qwen3.5 RLHF/position_ids issue." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different errors and code paths: custom trainer API mismatch vs ZeRO-3 loading failure." + "reason": "Unrelated failures: custom trainer loss signature vs Gemma3 ZeRO-3 loading." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." + "reason": "Import/export issue for AutoImageProcessor is not the same as a torch/transformers version incompatibility." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and load noise are not the same underlying bug." + "reason": "Checkpoint corruption is unrelated to loading noise/logging." }, { "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." + "reason": "Both mention buffers, but one is a loading-time corruption regression and the other is uninitialized-memory reads in a specific rotary embedding path." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes constructor change vs missing Float8 storage support." + "reason": "Distinct incompatibilities: bitsandbytes constructor args vs missing Float8 storage backend." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue vs a generic tokenization-change report." + "reason": "SigLIP2 embedding quality and tokenization changes are different issues." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "Different model loading problems with different symptoms and causes." + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is embedding quality; not enough evidence of the same bug." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not the same bug." + "reason": "Different model loading errors with different root causes." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misparse vs CPU offload incompatibility." + "reason": "Flash-Attention packed-sequence misinterpretation is unrelated to CPU-offload rotary embedding compatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model families and failure modes: Gemma4 FSDP2 key error vs Qwen3_5Moe buffer initialization." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3_5Moe inv_freq materialization are different code paths." }, { "left": "issue:41553", @@ -1217,67 +1209,73 @@ "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training-memory concerns: LoRA checkpointing ineffectiveness vs int4 quantization OOM." + "reason": "Gradient checkpointing behavior and int4 memory regression are different issues." }, { "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." + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy affecting text embeddings; the JAX-vs-HF mismatch plausibly explains the worse embedding quality report." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load noise vs a specific model loading failure." + "reason": "Generic loading noise is not the same as a model-specific load 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." + "reason": "Both mention remote code, but one is missing fields in AutoConfig output and the other is broader model-loading breakage." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different issues: detokenization bug vs Python 3.13 flash_attn import path problem." + "reason": "Detokenization and a Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different model-loading reports with different models and symptoms." + "reason": "Noise in loading vs inability to load a specific model are not the same bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different memory-related training concerns, not the same code path." + "reason": "Both mention training efficiency, but the actual problems differ substantially." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43782", + "right": "issue:44960", "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." + "reason": "Different model families and different failure modes." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and unrelated runtime failures." + "reason": "ZeRO-3 index error while loading Gemma3 is unrelated to Qwen3MoE FP8 config failure." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two different load-time errors with no clear shared root cause." + }, + { + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Different models and different loading-time bugs." + "reason": "MPS histogram support for ints and Gemma4 device-mismatch during forward are unrelated." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The 43950/43644/44534 cluster is well supported by the titles, and the SigLIP2 pair is framed as only likely rather than certain. No PR-pair mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -1342,13 +1340,12 @@ "issue:45399", "issue:45538", "issue:45588", - "issue:45685", + "issue:45663", "issue:45823", "issue:45902", "issue:45923" ], "soft_pairs": [ - "issue:45685|issue:45823", "issue:42491|issue:44368", "issue:43824|issue:43872", "issue:45020|issue:45823", @@ -1365,8 +1362,8 @@ "issue:43638|issue:45823", "issue:43792|issue:44220", "issue:43872|issue:44291", - "issue:43940|issue:45313", "issue:42915|issue:43872", + "issue:43940|issue:45313", "issue:41553|issue:44991", "issue:43854|issue:44863", "issue:36331|issue:41093", @@ -1380,240 +1377,241 @@ "issue:44530|issue:44863", "issue:24643|issue:30064", "issue:45325|issue:45902", - "issue:43366|issue:43828" + "issue:43366|issue:43828", + "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "9fd36be0fe46164cc38937a06581964e54754b2c1ad8a4a9ccb66c8b9b54835b", + "prepared_review_unit_hash": "e01b2d0e7bbeb62f4c20e57a09d3b1b7e354931fc202c9f0e8c0bf0c101f9ba8", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38064, - "estimated_input_tokens": 9516, - "estimated_eval_tokens": 19288 + "serialized_chars": 38117, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 }, "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.", + "summary": "This cluster is mostly heterogeneous: model/tokenizer loading regressions, DeepSpeed/PEFT issues, docs cleanups, and a few model-specific bugs. Only a small number of soft pairs look like true duplicates or near-duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set: it captures recent Transformers versions breaking `remote_code` models, which is the closest central theme shared by several loading-related reports in this cluster.", "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_issue_reason": "Issue 45020 is the best representative of the cluster because it is the most general and central version-regression/loading complaint, making it the most useful anchor for triage even though it is not a duplicate of every neighboring issue.", "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." + "reason": "Both involve Qwen3-family LoRA/training behavior, but they describe different symptoms and code paths: a hf4.x\u2192main incompatibility vs a tie_word_embeddings warning." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "An import error for Qwen2.5-VL is unrelated to a bitsandbytes constructor incompatibility." + "reason": "One is a missing Qwen2.5-VL export/import symbol; the other is a bitsandbytes initialization incompatibility. Different failures." }, { "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." + "reason": "`remote_code` breakage is a broad loading regression, while Gemma4 PLE device mismatch is a specific forward-pass placement bug." }, { "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." + "reason": "Tokenizer mapping edge case vs generic `remote_code` breakage; related to loading, but not the same bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to flash-attn fallback gating." + "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback gating; different subsystems and symptoms." }, { "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." + "reason": "Different model families and different runtime failures: autocast dtype mismatch vs Gemma4 device-map mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash and flash-attn fallback blocking are separate bugs." + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated code paths." }, { "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." + "reason": "Both are the same documentation regression: docs still reference pipeline tasks removed in v5." }, { "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." + "reason": "General `remote_code` breakage vs a specific Kimi-K2.5 tokenizer/codec regression; not the same issue." }, { "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()." + "reason": "One is an untied `lm_head` bug in Mistral3, the other is silent corruption of non-persistent buffers in `from_pretrained()`." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key-loading errors do not match flash-attn fallback logic." + "reason": "MobileLLM loading key error vs flash-attn fallback logic; no concrete overlap." }, { "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." + "reason": "Qwen3 MoE + FineGrainedFP8Config failure is a quantization/config issue, not the generic `remote_code` regression." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a corrupted Ovis2 checkpoint." + "reason": "DeepSpeed/accelerate Qwen3 MoE weight conversion vs a corrupted Ovis2 checkpoint are different loading problems." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Zero3/Bert empty-index failures are not the same as a Gemma4 PLE device mismatch." + "reason": "ZeRO-3 index error on non-pretrained Bert and Gemma4 device mismatch are unrelated failures." }, { "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." + "accept": true, + "reason": "Both point to the Whisper audio frontend / `_torch_extract_fbank_features()` path failing to run." }, { "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." + "accept": true, + "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` incompatibility causing type errors during initialization." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Both are ZeRO-3 weight-loading issues, but they involve different models and different missing-weight symptoms." + "reason": "Qwen3 MoE FP8 failure and bitsandbytes initialization incompatibility are different problems." }, { - "left": "issue:42915", - "right": "issue:43872", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Qwen3 MoE FP8 config failure is unrelated to bitsandbytes __new__ keyword incompatibility." + "reason": "Both are ZeRO-3 loading failures in Qwen models, but the affected model variants and reported behavior differ enough that this is not clearly the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Voxtral tokenizer loading and EMBEDDIA/est-roberta tokenizer loading are different model-specific failures." + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a concrete tokenizer loading failure for a different model." }, { "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." + "reason": "GLM-4.7-Flash test loading issue and NemotronH checkpoint loading failure are unrelated model-specific bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "An unexpected compute_loss kwarg is unrelated to a tensor-mask shape mismatch IndexError." + "reason": "Different training-time exceptions: unexpected trainer kwarg vs tensor mask shape mismatch." }, { "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." + "reason": "Both involve DeepSpeed, but one is weight conversion on load and the other is gradient averaging during training; 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." + "reason": "Gradient checkpointing inefficacy in PEFT LoRA and a missing `supports_gradient_checkpointing` flag are not the same defect." }, { "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." + "reason": "RLHF gradient explosion due to Qwen3.5 position IDs is unrelated to the flash-attention `s_aux=None` crash." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes constructor incompatibility has nothing to do with CLIPTokenizer's huge model_max_length default." + "reason": "bitsandbytes init incompatibility and CLIPTokenizer max-length behavior are unrelated." }, { "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." + "reason": "These report the same mask/tensor shape mismatch IndexError, so they look like duplicate manifestations of one bug." }, { "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." + "reason": "Different tokenizer-loading complaints for different models; no shared concrete failure mode is evident." }, { "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." + "accept": true, + "reason": "Both describe the same Qwen video-input regression around v5.3.0, with StopIteration being a concrete manifestation of that broader failure." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and NemotronH checkpoint loading are unrelated." + "reason": "PagedAttention/Qwen3.5 cache crash and NemotronH checkpoint loading failure 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." + "reason": "DeepSpeed training weight-dimension error and void segmentation map preprocessing are completely different bugs." }, { "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." + "reason": "Qwen2.5-VL rope-index temporal scaling and Qwen3.5-MoE uninitialized-memory after `to_empty()` are distinct model-internal issues." }, { "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." + "reason": "GGUF architecture support and Phi-tiny-MoE autocast mismatch do not share a code path." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared-state KeyError and the other is a `device_map=\"auto\"` device mismatch; different fixes would be needed." } ] }, "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." + "feedback": "The summary is grounded in the packet, and the soft-edge acceptances are generally conservative. The accepted pairs all have clear shared failure modes in the titles/body themes (docs pipeline removals, Whisper fbank path, `_is_hf_initialized`/`init_empty_weights`, mask-shape IndexError, and Qwen video-input regression), while the rejects avoid overclaiming duplicates where only broad subsystem overlap exists. The canonical issue choice is also reasonable for a heterogeneous loading-regression cluster." }, "evaluator_used": true, "retried": false, @@ -1679,12 +1677,10 @@ "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", @@ -1717,233 +1713,230 @@ "issue:43708|issue:44075", "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "dd136b8da26e92cd22c7e8dc4cd0ad4063386a6ca817d97a788af2cd5b0a81b3", + "prepared_review_unit_hash": "6a6b63139d4ef7e545dc64eb4a028e91a263e6eb15decb97861902082cd5020f", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37192, - "estimated_input_tokens": 9298, - "estimated_eval_tokens": 18852 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "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, + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, with a few clear duplicate subgroups around non-persistent buffers, custom model initialization, SigLIP2 loading/output failures, and BERT loading failures. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43644 is the strongest canonical anchor for a true duplicate subgroup: it states a precise Transformers v5 regression and has an almost identical later report (44534). The rest of the cluster is heterogeneous, so this is only canonical for the buffer-corruption subgroup, not the entire set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43644 is the best overall representative issue because it is concrete, reproducible, and has the cleanest near-duplicate relationship in the set. It is more suitable as a triage anchor than the more ambiguous, broad, or model-specific reports.", "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." + "reason": "Different models and failure modes: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation." }, { "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." + "reason": "Unrelated requests: GGUF gpt-oss support vs a Qwen3-MoE sliding_window bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption regression is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long OCR input indexing." }, { "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." + "reason": "Different concrete bugs in different models: Bamba torch.compile SDPA crash vs Qwen3.5 Flash Attention illegal memory access." }, { "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." + "reason": "ImportError for a missing class and meta-device loading failures are separate code paths." }, { "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." + "accept": true, + "reason": "Both describe the same Transformers 5 custom-model initialization regression; one is notebook-specific, but the underlying init failure matches." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading issues are distinct runtime paths." + "reason": "Qwen3-MoE FP8 failure and meta-device loading regression are different problems." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated." + "reason": "GGUF architecture support and missing Float8 storage type errors are not the same bug." }, { "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." + "reason": "Both involve Qwen3.5, but one is a video StopIteration issue and the other is a TRL SFT embedding unpacking failure." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel execution failure is unrelated to GGUF model architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated issues." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading 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." + "reason": "Tokenizer-mapping helper failure and Gemma4 device mismatch are different concrete bugs." }, { "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." + "accept": true, + "reason": "Same SigLIP2 model and same bad-output symptom; the later report just reframes the same underlying failure in AutoModel/pipeline terms." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." + "reason": "_is_hf_initialized regression and Kosmos2.5 long-input index error are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are index/error-shaped failures, but they involve different models and unrelated code paths." + "reason": "Both are Qwen3.5-related, but the concrete failures differ: StopIteration in video handling vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on non-pretrained BertModel is unrelated to tokenizer mapping behavior." + "reason": "DeepSpeed Zero-3 Bert initialization failure is unrelated to the tokenizer-mapping-name condition." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 BertModel index error and add-new-model-like tokenizer-mapping failure are distinct." + "reason": "Zero-3 Bert index-out-of-bounds and tokenizer-mapping helper failure are different bugs." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping failure is unrelated to the mask/tensor shape IndexError." + "reason": "Tokenizer-mapping helper failure is unrelated to the mask shape mismatch error." }, { "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." + "reason": "Both are config-related, but one is strict config loading and the other is tiny-random glm4v validation; not the same bug." }, { "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." + "reason": "Device-map/offload dequantization failure and mmap OOM on Strix Halo are different 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." + "reason": "Same model family, but one is a runtime zero-probability/output issue and the other is a documentation example with model/processor mismatch plus 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." + "accept": true, + "reason": "Same exact Transformers v5 regression: non-persistent buffers are filled with junk/corrupted." }, { "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." + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated code paths." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention are unrelated model-specific bugs." + "reason": "GLM5 and Qwen3.5 flash-attention failures are different 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." + "reason": "One is ZeRO-3 weight loading for language_model; the other is incorrect visual encoder keys on save_pretrained. Different directions and symptoms." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "cudaErrorAssert on A800 with auto device mapping and Qwen3Moe FP8 failure are different runtime issues." + "reason": "Auto device mapping cuda assert on Qwen3 and Qwen3Moe FP8 config failure are not the same underlying issue." }, { "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." + "accept": true, + "reason": "Both report the same latest-version loading regression for BERT-family models; different checkpoints, same failure mode." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility issue and gemma4 resize_token_embeddings propagation bug are unrelated." + "reason": "Qwen3-MoE LoRA loading and Gemma4 resize_token_embeddings are unrelated." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 config failure and mmap OOM on Strix Halo are distinct issues." + "reason": "FP8 configuration failure and mmap-induced OOM are separate problems." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume max_steps miscalculation and SGD args not used are separate trainer/optimizer bugs." + "reason": "Trainer resume/max_steps calculation and SGD args not being used are unrelated trainer/optimizer issues." }, { "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." + "reason": "GLM-4.7 unit-test loading failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are generally conservative. The accepted duplicate pairs are plausible from the titles, especially the non-persistent buffer regression. No PRs are present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2015,8 +2008,8 @@ "issue:43257|issue:43854", "issue:44488|issue:44991", "issue:42491|issue:43931", - "issue:43856|issue:43873", "issue:43644|issue:43645", + "issue:43856|issue:43873", "issue:45362|issue:45406", "issue:43856|issue:44387", "issue:44910|issue:45588", @@ -2031,8 +2024,8 @@ "issue:43425|issue:43957", "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:43335|issue:45663", "issue:43873|issue:44387", + "issue:43335|issue:45663", "issue:45663|issue:45859", "issue:44291|issue:44756", "issue:44155|issue:45823", @@ -2044,20 +2037,20 @@ "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "a8767c3fc4197710e86bf64b3d13df43a78cbdd235861e9e79e6d8735da5abb1", + "prepared_review_unit_hash": "2d3e2a924ce959d30884ce89c18fcb60692a9bda923f42ed501d289f470ce6eb", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37768, + "serialized_chars": 37766, "estimated_input_tokens": 9442, "estimated_eval_tokens": 19140 }, @@ -2066,216 +2059,216 @@ "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.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate subcluster is around `resize_token_embeddings` not propagating to nested output/decoder embeddings in related Gemma4/T5Gemma models.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the broadest and cleanest report of the shared `resize_token_embeddings` propagation bug; issue:45276 and issue:45335 look like model-specific manifestations of the same underlying failure.", "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_issue_reason": "issue:45292 is the best representative because it states the core API regression at the highest level and would serve as the umbrella issue for the duplicate resize-token-embedding 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)." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be different failure modes (`LlamaTokenizer` pre-tokenizer 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." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is incorrect model/pipeline outputs; not the same concrete 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." + "reason": "Different models and different symptoms: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in 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)." + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different tokenizer/config problems." }, { "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." + "reason": "Both mention Qwen, but one is a LoRA compatibility regression and the other is a weight-shape mismatch on a VL model; not the same bug." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Training-memory inefficiency and offloading-with-quantization are too different to be the same defect." + "reason": "Both are Transformers 5.0 regressions, but they concern unrelated code paths: non-persistent buffers vs notebook model initialization." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Both reference Transformers 5.0.0, but one is non-persistent buffer initialization and the other is notebook/custom-model initialization." + "reason": "Both touch memory/quantization themes, but one is Qwen3 MoE training memory usage and the other is offloading behavior under quantization." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crash points: Qwen3.5 chat vs Gemma4Processor missing `_tokenizer` in serve." + "reason": "Completely different model-specific crashes: Qwen chat failure 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." + "reason": "Both are memory-related, but the causes differ: training-memory inefficiency vs int4 reserved-memory OOM regression." }, { "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`." + "reason": "Different issues in different components: Flash Attention illegal access on Qwen3.5 vs `integrations/flash_attention.py` crashing on sink-less models." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Both involve model loading/resize-ish behavior, but they target different problems and code paths." + "reason": "Both mention loading/model behavior, but one is Qwen3 MoE LoRA incompatibility and the other is a token-embedding resize regression." }, { "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." + "accept": true, + "reason": "Same underlying API regression: `resize_token_embeddings` fails to update nested embeddings in related composite model variants." }, { "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." + "reason": "Different serialization/loading failures: `extra_state` handling vs `init_empty_weights` passing an unexpected `_is_hf_initialized` argument." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated issues." + "reason": "Unrelated import error vs Whisper pipeline `return_language` regression." }, { "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." + "reason": "Both are weight-tying bugs, but they are on different model classes and do not clearly share one concrete code-path problem." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track-leak inference corruption are unrelated." + "reason": "Different subsystems and symptoms: Qwen3 device-map crash vs AudioFlamingo3 batched inference token/embedding leak." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/example problems and GLM5 loading are unrelated." + "reason": "No clear overlap beyond being model-specific issues; SigLIP2 docs/example problems are unrelated to GLM5." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model/tokenizer loading complaints, but they concern different models and different root causes." + "reason": "One is a tokenizer vocab-size mismatch, the other is a model-loading failure for a specific tokenizer/model; not the same bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device loading breakage are different compatibility issues." + "reason": "Unrelated environment/compatibility issues: torch version incompatibility vs meta-device loading failures." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + "reason": "Different problems entirely: LoRA gradient checkpointing vs an Apex RMSNorm memory leak." }, { "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." + "reason": "Different composite-model bugs: Gemma4 FSDP2 shared state rebuild vs Qwen multimodal `text_config` unwrapping in `from_config`." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and Gemma-4 attention state rebuilding are unrelated." + "reason": "Both involve quantization/memory, but one is offloading not working and the other is reserved-memory OOM in int4; not the same concrete bug." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Quantization offloading expectations and int4 reserved-memory OOM are not the same bug." + "reason": "Different model families and failure modes: SwitchTransformers sparse layer creation vs Gemma4 FSDP2 attention state rebuild." }, { "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." + "reason": "Different model-specific failures: Gemma4 FSDP2 keyerror vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` loading error and Strix Halo mmap OOM are unrelated." + "reason": "Unexpected `_is_hf_initialized` argument during meta init is unrelated to Strix Halo mmap OOM." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leak vs Gemma4 PLE device mismatch are different model-specific issues." + "reason": "Different code paths and symptoms: batched inference embedding leak vs Gemma4 PLE device mismatch." }, { "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." + "reason": "Both are model loading/quantization failures, but they affect different models and different quantization formats." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "int4 reserved-memory regression and mmap-on-Strix-Halo OOM are different memory problems." + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a Strix Halo mmap issue." }, { "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." + "reason": "Different regressions: GLM-4.7-Flash unit-test loading vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Recurrent-state reset with cache and GLM5 loading are distinct bugs." + "reason": "No concrete shared bug; recurrent-state reset with cache is unrelated to GLM5 loading." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap OOM on Strix Halo are unrelated memory/loading issues." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different problems." }, { "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." + "reason": "Same `resize_token_embeddings` regression; 45276 is a Gemma4-specific manifestation and 45292 states the generic output-embedding failure." }, { "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." + "reason": "Both involve custom-model save/load, but one is a permissions propagation bug and the other is wrong-module loading after save; distinct 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." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate cluster is the resize_token_embeddings regression across 45292/45276/45335, and the remaining pair verdicts avoid overclaiming shared root cause evidence." }, "evaluator_used": true, "retried": false, @@ -2361,7 +2354,6 @@ "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", @@ -2373,252 +2365,246 @@ "issue:44479|issue:44805", "issue:43994|issue:44079", "issue:43299|issue:43931", - "issue:43425|issue:44918", "issue:39404|issue:44671", + "issue:43425|issue:44918", "issue:44589|issue:45084", - "issue:44164|issue:45759", "issue:36032|issue:43452", + "issue:44164|issue:45759", "issue:44671|issue:44991", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "184fcf0ea3155ac5b0a7776915ee2e9479b4adbe8e6540cc1b20bc071493ed62", + "prepared_review_unit_hash": "51a9e14e6520bd39e19c6c4a19c1cb6164dc461155b699fd650d9e2b976fa666", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37973, - "estimated_input_tokens": 9494, - "estimated_eval_tokens": 19244 + "soft_pair_count": 33, + "serialized_chars": 37673, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "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.", + "summary": "This cluster is mostly broad Transformers v5/model-loading regression reports, but the soft edges are largely cross-model or cross-feature similarities rather than true duplicates. Two pairs look like the same underlying bug: custom model initialization/loading and resize_token_embeddings propagation.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative v5 regression in the set: a model-loading breakage tied to core loader behavior, which best fits the cluster\u2019s overall theme.", "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_issue_reason": "43611 is the clearest umbrella issue for the cluster\u2019s main pattern of Transformers 5.0 loading regressions and is the best triage anchor.", "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." + "reason": "Both mention gradient checkpointing, but the failures are different: eval-mode usage vs RLHF NaN from 3D position_ids/SDPA behavior." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap on Strix Halo OOM." + "reason": "Different problems: save/from_pretrained extra_state handling versus mmap-related OOM on Strix Halo." }, { "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." + "reason": "Same broad feature area, but one is PEFT LoRA checkpointing ineffectiveness and the other is eval-mode incompatibility; not the same bug." }, { "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." + "reason": "Video-input regression and strict config loading are unrelated code paths despite both affecting Qwen/Gemma-era models." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in v5 and Trainer max_steps on resume are unrelated." + "reason": "Custom model initialization versus Trainer checkpoint-resume max_steps calculation 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." + "reason": "Different attention/cache failures: sink-less flash_attention crash versus Gemma4 FSDP2 shared_kv_states rebuild bug." }, { "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." + "reason": "These are the same underlying resize_token_embeddings bug: the resized embeddings are not propagated to the model\u2019s output/decoder embeddings." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model init failure is not the same as extra_state save/load handling." + "reason": "Notebook custom-model initialization and extra_state save/load handling are different failure modes." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and different failure mechanisms." + "reason": "Both are model-loading issues, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." }, { "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." + "reason": "Different tokenizer-loading issues for different models; no clear shared code-path bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct issues." + "reason": "Both involve dtype/device issues, but one is autocast on Phi-tiny-MoE and the other is meta-device loading for different models." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is broader infrastructure breakage, not the same concrete dtype-mismatch bug." + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + "reason": "Storage-object lookup failure and 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." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map forwarding are different bugs." }, { "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." + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-change report." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated repro of another issue and a PagedAttentionCache crash are not the same bug." + "reason": "Isolated reproduction of an earlier issue and a PagedAttentionCache linear_attention 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." + "reason": "Torch 2.10 incompatibility is not the same concrete problem as Gemma4 PLE device mismatch." }, { "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." + "reason": "Both concern loading custom models, but one is base_model_prefix loading and the other is notebook-specific initialization; too broad to treat as duplicate." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility breakage and Mistral-3 image-preprocessor/model dtype mismatch are unrelated." + "reason": "General torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are different failures." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template-node compilation TypeError are different failures." + "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper return_language and MXFP4 fallback on git-oss-20b are unrelated model/pipeline issues." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different removed/changed pipeline behaviors." + "reason": "Docs mentioning removed pipeline tasks is unrelated to TextClassificationPipeline return_all_scores behavior." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check and Perceiver interpolation failures are different bugs." + "reason": "torch.export export failure with torch_compilable_check is a different bug from Perceiver non-default resolution handling." }, { "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." + "reason": "Video-input regression and a mask shape IndexError do not appear to share the same root cause." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment with None are unrelated." + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are different issues." }, { "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." + "reason": "Both are Qwen3-VL loading regressions, but one is a dev0 breakage report and the other is a specific weight-shape mismatch; not enough to treat as the same bug." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking in TRL are not the same code-path problem." + "reason": "Whisper pipeline language return and CamemBERT MLM prediction errors are unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated." + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking under TRL SFT are different concrete problems." }, { "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." + "reason": "Float8 storage lookup and compilation of non-template nodes are unrelated." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "extra_state save/load handling is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Tokenizer add_special_tokens conflict and gguf_file breaking from_pretrained are different loading bugs." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file loading failures are different loader bugs." + "reason": "extra_state save/load handling and text_config unwrapping in from_config are different code paths." }, { "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." + "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3 init IndexError and compiled flex_attention on newer torch are unrelated." + "reason": "Zero3/BertModel index error and compiled flex_attention torch>=2.9 failure 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." + "feedback": "Grounded overall. The cluster is clearly centered on Transformers 5.x loading/regression reports, and the chosen umbrella issue (43611) is a reasonable conservative anchor. The only accepted soft-edge pair, 45292/45335, is well supported by the shared resize_token_embeddings propagation bug. The other pairwise rejections are cautious and do not overstate duplication." }, "evaluator_used": true, "retried": false, @@ -2691,249 +2677,242 @@ "issue:32090|issue:39404", "issue:43856|issue:44756", "issue:44991|issue:45081", - "issue:44164|issue:44479", "issue:44737|issue:45859", + "issue:44164|issue:44479", "issue:43582|issue:43632", - "issue:44661|issue:44683", "issue:44488|issue:45081", + "issue:44661|issue:44683", "issue:40990|issue:43421", - "issue:44488|issue:44987", "issue:43611|issue:43644", + "issue:44488|issue:44987", "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:43883|issue:44488", "issue:44811|issue:45584", "issue:44464|issue:45987", + "issue:43644|issue:43646", "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" + "issue:43089|issue:45987", + "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "46942f74eee0aa0c64672379c3be520cfd75357c688cdb68e40994b6b55264e7", + "prepared_review_unit_hash": "5a9bcb9b149ac969aac0e57706c60ed71ab6e8a9ce660b2cec20d503d6b7d30e", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36425, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "soft_pair_count": 30, + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a 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.", + "summary": "This is a loose, heterogeneous cluster of Transformers regressions and feature requests. The soft pairs are mostly same-subsystem but different bugs; none look like true duplicates.", + "confidence": 0.16, + "canonical_issue_reason": "issue:43611 is a clear, self-contained regression report with a concrete failure mode and a broad enough scope to serve as the best anchor issue in this mixed 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_issue_reason": "issue:43611 is the most actionable and broadly representative issue here: it states a specific loading regression, has a clear title, and is easier to triage than the more 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." + "reason": "Different code paths and symptoms: 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." + "reason": "Both involve memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo; 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." + "reason": "Both are tokenizer-loading problems, but they affect different models and failure mechanisms; not one concrete duplicate." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video input regression." + "reason": "Both mention CPU/offload behavior, but XLNet relative position CPU placement and Qwen3_5Moe rotary embedding offload are distinct issues." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "XLNet CPU arange bug and Qwen3_5Moe CPU offload incompatibility are different model/code-path issues." + "reason": "Serialization/state handling vs video-input regression; unrelated bugs." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are separate regression paths." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping add-new-model-like failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Different model-loading failures with different root causes; not the same underlying defect." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Different failures in different model paths: sleng-bert loading vs Mistral tokenizer regex patch crash." + "reason": "Tokenizer/model-mapping extension issue vs compiled flex_attention failure on torch>=2.9; unrelated." }, { "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." + "reason": "Perplexity quality problem vs runtime special-token post-processor update bug; not duplicates." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different underlying code paths." + "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer initialization corruption." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." + "reason": "Both are model-loading regressions, but they concern different models and different failure modes." }, { "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." + "reason": "Feature extractor `center` arg crash and `_torch_extract_fbank_features()` issue are related audio code, but not the same concrete bug." }, { "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." + "reason": "Image preprocessor/model dtype mismatch vs template compilation error; unrelated failures." }, { "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." + "reason": "`trust_remote_code` config field loss and PagedAttentionCache linear_attention crash are different subsystems and bugs." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState num_input_tokens_seen not updating is unrelated to multi-image IterableDataset finetuning failure." + "reason": "TrainerState token counter bug vs multimodal IterableDataset finetuning failure; no shared root cause." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "Tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` attribute vs tokenizer/model loading regression; different defects." }, { "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." + "reason": "Both are Whisper-related, but one is `batch_decode` skipping tokens and the other is empty-transcription generation after alignment; 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." + "reason": "Chunked generation with compiled forward and StaticCache seq-length return type are separate generation issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer serialization corruption and custom model initialization breakage are not the same underlying problem." }, { "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." + "reason": "Both mention GGUF loading, but one is `gguf_file` API breakage and the other is a specific Qwen2.5-GGUF v5 failure." }, { "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." + "reason": "Different model-specific loading regressions with no shared concrete code-path shown." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 cache group-type crash are different bugs." + "reason": "FineGrainedFP8Config and PagedAttentionCache linear_attention crash are distinct Qwen3-family issues." }, { "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." + "reason": "Torch dynamo grouped_mm tracing failure vs template compilation error; unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map=auto dequantized offload failure is unrelated to Qwen2.5-GGUF loading regression." + "reason": "GPU+CPU offload dequantized model loading and Qwen2.5-GGUF loading failure are separate loading paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs: hidden_states output issue vs rope index scaling for still images." + "reason": "Both are Qwen-family regressions, but one is `output_hidden_states` and the other is 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." + "reason": "Tokenizer special-token method conflict vs Jupyter custom model initialization breakage are unrelated." }, { - "left": "issue:43883", + "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and est-roberta tokenizer loading regression are unrelated." + "reason": "Both fail on loading models in v5+, but they target different repositories and different breakpoints." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Both are version-related loading failures, but for different models and failure modes." + "reason": "Generation performance overhead vs cache seq-length return-type bug are not the same issue." }, { "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." + "reason": "lm_head weight tying bug and inconsistent serialization by device are different tied-weights problems with different symptoms." } ] }, @@ -2960,7 +2939,6 @@ "issue:36032", "issue:40444", "issue:40990", - "issue:41553", "issue:41720", "issue:42175", "issue:42915", @@ -2972,13 +2950,13 @@ "issue:43425", "issue:43531", "issue:43540", - "issue:43582", "issue:43611", "issue:43632", "issue:43645", "issue:43646", "issue:43742", "issue:43819", + "issue:43883", "issue:43994", "issue:44062", "issue:44079", @@ -2996,6 +2974,7 @@ "issue:44811", "issue:44877", "issue:44987", + "issue:44991", "issue:45081", "issue:45084", "issue:45127", @@ -3008,6 +2987,7 @@ ], "soft_pairs": [ "issue:43262|issue:43377", + "issue:43883|issue:44991", "issue:45084|issue:45507", "issue:43994|issue:44610", "issue:43646|issue:44534", @@ -3028,244 +3008,243 @@ "issue:44479|issue:45325", "issue:36032|issue:43742", "issue:40444|issue:45325", - "issue:43296|issue:43531", "issue:42915|issue:44589", + "issue:43296|issue:43531", "issue:43611|issue:44534", - "issue:43531|issue:44877", "issue:36032|issue:41720", - "issue:41553|issue:43582", + "issue:43531|issue:44877", "issue:43425|issue:44403", - "issue:40990|issue:44811", "issue:44079|issue:45663", + "issue:40990|issue:44811", "issue:43632|issue:44534", "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "f146fb3f049d77702666031853f30d2b6a420c82be2d4243510ab2cb795dfe74", + "prepared_review_unit_hash": "3acff4f8ad354601680bdebe329e42f9b7623d5ecf706195196396934d353059", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37224, - "estimated_input_tokens": 9306, - "estimated_eval_tokens": 18868 + "serialized_chars": 37269, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 }, "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.", + "summary": "Mostly a heterogeneous cluster of Transformer/v5-related bugs with different model families and failure modes. I only see one likely duplicate pair (Qwen3.5 save_pretrained checkpoint corruption); the rest are too dissimilar to merge confidently.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43646 is the broadest, most representative Transformers v5 model-initialization regression in this set; it\u2019s a good umbrella issue even though many other items are distinct bugs.", "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_issue_reason": "issue:43646 is the best global issue candidate because it is generic, closed, and central to the recurring v5 custom-model initialization breakages in the cluster.", "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." + "reason": "Different subsystems: audio chat-template sampling-rate handling vs MIMI encoder padding-mask batching." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: missing all_tied_weights_keys on Molmo vs tokenizer loading for est-roberta." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Unrelated failures: template-node compilation vs an invalid method call in GraniteMoEHybrid." + "reason": "Different bugs: template-node compilation error vs GraniteMoEHybrid calling an invalid method." }, { "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." + "reason": "Different models and code paths: SigLIP2 nonsensical outputs vs OmDet-Turbo processor 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." + "reason": "Custom model initialization regression is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal failures: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." + "reason": "Different modalities and symptoms: Llava Next segfault vs Qwen3OmniMoe video ValueError." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook-specific custom model initialization issue vs buffer initialization bug; distinct problems." + "reason": "Notebook/custom-init regression is not the same underlying issue as buffer initialization corruption." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise is not the same as the Mistral tokenizer patch crash." + "reason": "Noise on loading a transformer is unrelated to the Mistral regex 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." + "reason": "Both are latent-representation correctness issues, but MIMI padding-mask batching and DAC missing-STE behavior are distinct." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to the OmDet processor size regression." + "reason": "torch.export/torch_compilable_check failure is unrelated to an image-preprocessing resolution mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure and template-node compilation error are unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to template-node compilation." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect saved checkpoints/visual-encoder keys in the same code path." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model/tokenizer loading failures with no shared concrete bug." + "reason": "Model load failure for ScandiBERT is not the same as the Mistral regex patch tokenizer crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Physical-Intelligence model loading failure vs Mistral tokenizer regex patch crash; separate issues." + "reason": "Generic loading failure for physical-intelligence/fast is too vague and not clearly the same tokenizer backend crash." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug and compiled flex_attention failure are unrelated." + "reason": "Audio feature extraction bug and compiled flex_attention regression 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." + "reason": "Weight tying in Mistral3 and LoRA-merge collapse with extended vocab are different failure modes." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config failure and init_empty_weights unexpected argument error are distinct initialization/configuration issues." + "reason": "Qwen3Moe FP8 configuration failure is unrelated to the _is_hf_initialized init_empty_weights TypeError." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Core v5 initialization-flag regression vs an mmap/OOM workaround on Strix Halo; unrelated." + "reason": "_is_hf_initialized flag regression and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken constructor argument conflict is unrelated to the Physical-Intelligence model loading problem." + "reason": "AddedToken special-argument conflict is not clearly the same as the physical-intelligence/fast loading failure." }, { "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." + "reason": "Both involve Qwen VL/video/image processing, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-tokens conflict and MobileLLM key error are different loading bugs." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM loading KeyError are different tokenizer/model-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." + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index scaling issue." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure is unrelated to the float8 storage lookup error." + "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage support." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "base_model_prefix loading regression and non-persistent buffer junk are separate v5 breakages." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + "reason": "base_model_prefix loading breakage is not the same as non-persistent buffer junk filling." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-map cuda assert are unrelated." + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Voxtral AutoTokenizer error-message issue and Apple Silicon caching allocator TypeError are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different issues." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and generic loading noise are not the same bug." + "reason": "Torch 2.10 compatibility and loading-noise are not the same bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens 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." + "reason": "_is_hf_initialized regression and non-persistent buffer junk are distinct transformer-v5 changes." }, { "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." + "accept": false, + "reason": "Both mention TensorFlow/backend packaging, but one is install-extra coverage and the other is a runtime undefined tf backend error; not enough to treat as the same bug." } ] }, "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." + "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s mostly heterogeneous issue set, and the single accepted duplicate pair (issue:45216 / issue:45357) is plausibly the same Qwen3.5 save_pretrained regression. The other soft-edge rejections stay within the evidence shown by the titles/descriptions and do not overstate duplication." }, "evaluator_used": true, "retried": false, @@ -3289,6 +3268,7 @@ "issue:33666", "issue:35707", "issue:40444", + "issue:41553", "issue:41720", "issue:42175", "issue:43296", @@ -3296,10 +3276,10 @@ "issue:43377", "issue:43381", "issue:43421", - "issue:43454", "issue:43482", "issue:43525", "issue:43531", + "issue:43582", "issue:43611", "issue:43632", "issue:43644", @@ -3314,7 +3294,6 @@ "issue:44291", "issue:44403", "issue:44462", - "issue:44466", "issue:44534", "issue:44568", "issue:44589", @@ -3332,242 +3311,234 @@ "issue:45491", "issue:45538", "issue:45812", - "issue:45834", "issue:45923" ], "soft_pairs": [ + "issue:41553|issue:43582", "issue:43421|issue:44568", "issue:43818|issue:45357", "issue:43792|issue:44589", - "issue:33666|issue:40444", "issue:44683|issue:45020", + "issue:33666|issue:40444", "issue:44403|issue:44991", "issue:44462|issue:45812", "issue:43317|issue:43856", - "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:43482|issue:45538", "issue:43381|issue:45923", "issue:35707|issue:40444", "issue:44079|issue:44534", - "issue:43482|issue:43525", "issue:44291|issue:44589", + "issue:43482|issue:43525", "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:44265|issue:45072", "issue:43531|issue:44291", "issue:45325|issue:45381", - "issue:43994|issue:44898", "issue:43632|issue:45072", - "issue:42175|issue:43296", + "issue:43994|issue:44898", "issue:43611|issue:43646", - "issue:43454|issue:44466", - "issue:45325|issue:45834" + "issue:42175|issue:43296" ], - "prepared_review_unit_hash": "c55b7bc7fb2a48c73bab125f0cde18c11589ece5623d9b2c93cfb984a2b552cb", + "prepared_review_unit_hash": "0aa323b5f9da7f79a0b90e7bce1a0c8e766d5db60662a55a8e705bd626948e11", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36585, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35630, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "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.", + "summary": "These are mostly distinct Transformers regressions, often tied to specific models, tokenizers, or runtime features. I don\u2019t see any soft pair that is clearly the same underlying bug, so I rejected all pair merges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the closest umbrella representative for this cluster because it captures the broad theme of recent Transformers-version regressions breaking model loading, especially remote_code paths.", "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_issue_reason": "issue:45020 is the best overall issue representative: open, broad, and central to the v5 regression pattern, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error-message bug vs Apple Silicon TypeError in caching_allocator_warmup; unrelated failures." + }, { "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." + "reason": "Runtime post-processor update for special tokens vs BOS/EOS not added by a specific tokenizer; different code paths." }, { "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." + "reason": "Video-LLaVA video_tower weight/temporal-attention issue vs Qwen3.5 save_pretrained key regression; not the same bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Unrelated bugs: Whisper model runtime failure vs missing Float8 storage object." + "reason": "Whisper model runtime failure vs Float8 storage lookup TypeError; different backend problems." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Same model family, but different training failures and likely different code paths: multi-GPU training vs iterable-dataset multi-image batching." + "reason": "torch.compile flex_attention failure on torch>=2.9 vs remote_code model-loading regressions; separate issues." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Different layers: compiled flex_attention on torch 2.9 vs a broad remote_code/model-loading regression in Transformers." + "reason": "Multi-GPU training request vs finetuning failure with multi-image iterable datasets; not the same underlying defect." }, { "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." + "reason": "Noise/warnings while loading a transformer vs tokenizer loading failure for a specific model; different symptoms and fixes." }, { "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." + "reason": "Ignores tokenizer.json in repo vs wrong token IDs for Granite models; both tokenizer-related but different bugs." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different problems: device_map/offload loading failure vs MoE training memory usage." + "reason": "device_map/offload load failure vs Qwen3 MoE training memory inefficiency; distinct subsystems." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "flash_attention_3 causes degenerate training vs num_labels=1 zero-loss classification bug; unrelated model behaviors." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43482", + "right": "issue:45538", "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." + "reason": "Qwen2.5-GGUF loading failure under v5 vs CLIPTokenizer model_max_length constant; not the same code-path problem." }, { "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." + "reason": "Gradient checkpointing eval-mode constraint vs missing supports_gradient_checkpointing flag on a remote-code model; different issues." }, { "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." + "reason": "inputs_embeds/past_key_values generation bug vs multi-image IterableDataset finetuning failure; unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different implementation bugs: ModelOutput key assignment vs non-persistent buffer serialization." + "reason": "ModelOutput key assignment bug vs non-persistent buffers getting junk values; separate regressions." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF loading vs missing pad_token_id on Llama4Config." + "reason": "init_empty_weights/_is_hf_initialized constructor-arg breakage vs Float8 storage lookup failure; different failure modes." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43482", + "right": "issue:43525", "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." + "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; unrelated model/config issues." }, { "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." + "reason": "MIMI encoder missing padding-mask support vs Gemma3 NaN embeddings from sliding-window all-padding windows; distinct bugs." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING is unrelated to ModelOutput key assignment." + "reason": "FSDP CPU RAM efficient loading breakage vs ModelOutput key handling; not the same problem." }, { "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." + "reason": "Multi-image prompt finetuning failure vs Qwen2.5-VL video position_ids regression; related domain, different bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different regressions: non-persistent buffers being filled with junk vs ModelOutput key assignment." + "reason": "Non-persistent buffers filled with junk vs ModelOutput key assignment issue; separate v5 regressions." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatches in inference." + "reason": "Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex crash; unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Different areas entirely: Qwen3 device mapping/cuda assert vs Mistral tokenizer regex patch crash." + "reason": "torch.export/torch_compilable_check failure vs bfloat16 dtype mismatch in CI; different areas." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized." + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights arg regression; no shared underlying bug." }, { "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." + "reason": "Still-image temporal position scaling bug vs video vision_position_ids bug; same model family but not clearly the same defect." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized handling and bfloat16 dtype mismatches are separate issues." + "reason": "_is_hf_initialized flag regression vs dtype mismatch in bfloat16 inference; unrelated." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Packaging/backend dependency issue vs a vLLM model-loading problem." + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs vs Perceiver non-default resolution failure; different models and failure modes." }, { "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." + "reason": "base_model_prefix loading breakage vs custom model initialization breakage; both broad v5 regressions, but not the same concrete bug." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Qwen2.5-VL position-id scaling bug vs Kosmos2.5 OCR long-input index error are different failures." + "reason": "pip extra missing tensorflow backend vs PaddleOCR-VL loading failure under transformers 4.53/vLLM; unrelated." } ] }, @@ -3606,7 +3577,6 @@ "issue:43377", "issue:43454", "issue:43482", - "issue:43526", "issue:43550", "issue:43572", "issue:43606", @@ -3616,12 +3586,12 @@ "issue:43819", "issue:43873", "issue:43881", - "issue:43883", "issue:43957", "issue:44186", "issue:44265", "issue:44291", "issue:44387", + "issue:44466", "issue:44479", "issue:44488", "issue:44568", @@ -3629,7 +3599,6 @@ "issue:44617", "issue:44877", "issue:44898", - "issue:44991", "issue:45072", "issue:45325", "issue:45584", @@ -3637,22 +3606,25 @@ "issue:45759", "issue:45800", "issue:45823", + "issue:45834", "issue:45920", "issue:45923" ], "soft_pairs": [ + "issue:43454|issue:44466", + "issue:45325|issue:45834", "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:43881|issue:44488", "issue:43262|issue:43746", "issue:44291|issue:44877", - "issue:44568|issue:45920", "issue:40990|issue:45584", + "issue:44568|issue:45920", "issue:34634|issue:35707", "issue:43873|issue:45701", "issue:44186|issue:44265", @@ -3660,219 +3632,217 @@ "issue:35707|issue:41720", "issue:41720|issue:45823", "issue:43454|issue:43550", - "issue:43317|issue:43873", "issue:43377|issue:44610", + "issue:43317|issue:43873", "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" + "issue:43572|issue:45759", + "issue:40990|issue:42947" ], - "prepared_review_unit_hash": "37bb9ab5ff74410f167691d28aa8f2c6c222f6bbcc4caef8937626bd8f84472b", + "prepared_review_unit_hash": "ecdd46ccd6c7570390a543208fd6d0a2e6b1d84d11cf9ff754c79747b342eaf0", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36471, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "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.", + "summary": "The cluster is mostly a collection of distinct model-specific regression reports with superficial overlap around loading, offloading, quantization, and tokenization. None of the soft pairs look like the same underlying bug or a mergeable PR pair.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest representative of the cluster's recurring offloading/quantization theme, so it is the best single issue to anchor this mostly heterogeneous set.", "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_issue_reason": "issue:43873 is the most generic and central issue here; it plausibly covers the nearby offload/quantization failures better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Both are model-loading failures, but they point to different breakages and different affected models; not the same bug." + "reason": "Both mention lm_head/tied weights, but one is a config tie failure and the other is device-dependent serialization behavior; not the same bug." }, { - "left": "issue:42915", + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing issues, but they affect different models and different code paths (rope temporal ids vs OCR index error)." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and generic meta-device loading regression are different problems." + }, + { + "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and different failure modes: FineGrainedFP8Config vs GGUF loading under v5." + "reason": "Both involve model loading/quantization, but the models and failure modes are unrelated." }, { "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." + "reason": "A global int4 memory regression is not the same as a model-specific CUDA OOM report." }, { "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." + "reason": "Different compatibility failures in different stacks: PaddleOCR-VL in vLLM versus torch/transformers version mismatch." }, { "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." + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-id issue." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video-input regression and device-mismatch during forward are different bugs in different model families." + "reason": "Both are device/multimodal regressions, but one is a video-input bug and the other is a device_map forward mismatch on a different model." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch and torch.export failure with torch_compilable_check are unrelated." + "reason": "CPU offload device mismatch and torch.export failure via torch_compilable_check are different concrete bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model-loading failures with no clear shared code path." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are different subsystems and defects." + "reason": "Audio chat-template sampling-rate handling and PEFT checkpoint loading are unrelated." }, { "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." + "reason": "Unexpected init_empty_weights argument handling is not the same as strict config rejection for granite_speech." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:40990", + "right": "issue:45584", "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." + "reason": "Perplexity on a language model and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation failure are unrelated." + "reason": "Both are tokenizer regressions, but the symptoms and scope differ; 45920 is a broader wrong-token-id bug, not this BOS/EOS omission." }, { "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." + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are not the same underlying problem." + "reason": "Offloading/quantization behavior and tokenization changes across versions are unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash and torch.export failure via torch_compilable_check are unrelated." + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures." }, { "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." + "reason": "Both touch audio/codepath correctness, but one is offload device mismatch and the other is a DAC latent/forward mismatch." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Both are generation/model-execution issues, but they involve different models and distinct failure modes." + "reason": "Progressive generation with embeddings is not the same as a Qwen3 auto-device-map CUDA assert." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and different device errors; not a plausible single merged fix." + "reason": "Both mention device_map auto, but one is a CUDA assert during Qwen3 loading and the other is a forward-time device mismatch in Gemma4." }, { "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." + "reason": "Tied-weight configuration and torch.compile/SDPA failure are different model-specific issues." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask inconsistency in MIMI and OmDet-Turbo processor/model size mismatch are different issues." + "reason": "Missing padding-mask support in MIMI is unrelated to OmDet-Turbo's processor/model resolution mismatch." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc-example errors and Qwen2.5-VL finetuning with multi-image batches are unrelated." + "reason": "Both involve offload/quantization, but 43317 is a dequantized-model load failure on gpu+cpu offload while 43873 is a broader offloading regression; not clearly the same bug." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for Qwen multimodal configs are different config bugs." + "reason": "Documentation example errors and iterable-dataset finetuning failure are different workflows and 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." + "reason": "Batched-vs-single encoder output mismatch is unrelated to Perceiver non-default-resolution failure." }, { "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." + "reason": "MoE weight conversion with accelerate/deepspeed is not the same as a missing supports_gradient_checkpointing flag." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying and dtype mismatches in bfloat16 inference do not share the same fix path." + "reason": "lm_head tying/serialization and bfloat16 dtype mismatches are different concrete problems." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "High perplexity on a benchmark and ineffective gradient checkpointing with LoRA are unrelated." + "reason": "Missing pad_token_idx and unwrapping text_config for composite configs are unrelated config issues." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "A model-loading failure for glm-4v-9b and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + "reason": "High perplexity on a benchmark and ineffective gradient checkpointing with LoRA do not share the same underlying bug." } ] }, @@ -3918,6 +3888,7 @@ "issue:43749", "issue:43873", "issue:43881", + "issue:43883", "issue:44008", "issue:44186", "issue:44387", @@ -3926,8 +3897,6 @@ "issue:44479", "issue:44534", "issue:44610", - "issue:44671", - "issue:44743", "issue:44756", "issue:44877", "issue:44898", @@ -3946,10 +3915,12 @@ "issue:45823" ], "soft_pairs": [ + "issue:43526|issue:43883", "issue:44466|issue:45357", "issue:43749|issue:44534", "issue:43454|issue:43720", "issue:41720|issue:43322", + "issue:43881|issue:44991", "issue:43296|issue:44991", "issue:41720|issue:44977", "issue:44008|issue:45823", @@ -3958,14 +3929,14 @@ "issue:43404|issue:45357", "issue:44186|issue:45072", "issue:45632|issue:45684", - "issue:44387|issue:45704", "issue:43577|issue:43708", + "issue:44387|issue:45704", "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:43550|issue:43720", "issue:43450|issue:45701", "issue:44610|issue:44898", "issue:44186|issue:44610", @@ -3975,230 +3946,235 @@ "issue:43316|issue:44913", "issue:42915|issue:43317", "issue:43295|issue:45701", - "issue:43526|issue:43881", - "issue:44671|issue:44743", - "issue:41720|issue:45161" + "issue:41720|issue:45161", + "issue:43526|issue:43881" ], - "prepared_review_unit_hash": "da369654bd89d2681a7ed69250cbe8a1ae0d8a909df13df765b9014fcac4c107", + "prepared_review_unit_hash": "ae671003713a0d402db23dbbd253a8fcbd38ec09c01549de3471c6ce0f692d27", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37360, - "estimated_input_tokens": 9340, - "estimated_eval_tokens": 18936 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "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, + "summary": "The cluster is heterogeneous: most items are unrelated model-specific bugs, so I found no true duplicate pairs to merge. The closest theme is offloading/quantization/loading behavior, with issue 43873 as the best broad representative.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43873 is the broadest issue in the set and most representative of the offloading/quantization failure theme shared by several nearby items; the others are either more specific model regressions or unrelated bugs.", "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_issue_reason": "issue:43873 is the best global issue candidate because it covers a wider class of loading/offload problems than the more model-specific reports, making it the most useful representative if one issue must anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: one is a processor label-reduction bug, the other is a missing model attribute during weight tying/loading." + }, { "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." + "reason": "Both concern serialization, but they describe different concrete bugs and different affected weights/paths; not the same underlying issue." }, { "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." + "reason": "One is broken FSDP CPU-efficient loading, the other is junk-filled non-persistent buffers in v5; distinct code paths and symptoms." }, { "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." + "reason": "Different areas: tied lm_head weights in a multimodal model versus 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." + "reason": "Both are runtime failures, but one is Qwen3 auto device-map cuda assert and the other is a Llava Next segmentation fault; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated: model loading failure for glm-4v-9b versus tokenizer loading regression for a text model." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "Both involve loading/tokenization, but they affect different models and distinct breakages." + "reason": "Different issues: PaddleOCR-VL load failure versus tokenizer loading regression; no shared concrete code-path." }, { "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." + "reason": "Both involve Qwen-family models, but one is device-mapping CUDA assert and the other is flash-attention generation failure; distinct defects." }, { "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." + "reason": "Different model families and failures: variable-name collision in Gemma3n versus device mismatch in Gemma4 PLE." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated: a 3d_parallel.py runtime issue vs a Qwen3Moe FineGrainedFP8Config failure." + "reason": "Different runtime contexts and errors; one is a 3d_parallel.py execution problem, the other is a 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." + "reason": "A perplexity regression on a specific model is not the same as a general 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." + "reason": "Both mention model weight handling, but one is untied lm_head weights in Mistral3 while the other is incorrect visual encoder keys in Qwen3.5." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches in two model wrappers." }, { "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." + "reason": "Different bugs: trust_remote_code cache collision versus read-only permissions propagation during save_pretrained." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43577", + "right": "issue:43708", "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." + "reason": "Different Trainer/config behaviors: dtype not propagating to Blip2 submodules versus resume_from_checkpoint max_steps miscalculation." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Unrelated issues: dtype remaining float32 in BLIP2 vs Trainer max_steps miscalculation on resume." + "reason": "Both are memory-related in v5, but one is int4 CUDA reserved-memory/OOM and the other is an apex RMSNorm memory leak." }, { "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." + "reason": "Different crashes in different serve/model paths: multimodal continuous batching string-to() error versus Gemma4Processor missing _tokenizer." }, { "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." + "reason": "Both involve memory/offloading, but one is a quantization/offload behavior bug and the other is a Strix Halo mmap OOM workaround; not the same concrete defect." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Completely different areas: CustomTrainer compute_loss signature regression vs 3d_parallel.py startup failure." + "reason": "An unexpected Trainer keyword argument is unrelated to a 3d_parallel.py runtime failure." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different root causes: strict config validation vs tokenizer loading regression for a specific model." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Different bugs: torch.compile/SDPA failure vs packed weights not unpacked during accelerate loading." + "reason": "Different trainer API mismatch versus model configuration/loading failure." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Trainer API signature breakage is unrelated to Qwen3Moe FineGrainedFP8Config loading failure." + "reason": "Different problems: torch.compile with SDPA in Bamba-9B-v2 versus packed-weight unpacking in accelerate loading." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug is unrelated to tokenization changes across versions." + "reason": "Video processor batching-shape bug is unrelated to a version-dependent tokenization change." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size/processor issues, but they affect different models and different preprocessing expectations." + "reason": "Different vision issues: OmDet processor output resolution mismatch versus Perceiver non-default resolution handling." }, { "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." + "reason": "Tokenizer crash and image-classification resolution mismatch are separate code paths." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5 failures: video input regression vs SFT trainer embedding unpacking." + "reason": "Video input regression and unpacking embeddings with TRL SFT trainer are different multimodal/training bugs." }, { "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." + "reason": "Both mention device mismatch/offload-adjacent behavior, but the concrete failures and affected models are different." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different subsystems and symptoms; no shared underlying bug." + "reason": "Different failures and code paths; no evidence they are the same underlying bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both touch model loading/quantization, but the failures are distinct and model-specific." + "reason": "Different model-loading failures with different configs and symptoms." }, { "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." + "reason": "Regression in processor.tokenizer/image passing is unrelated to version-dependent tokenization changes." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Different model families and different code paths: CamemBERT masked-LM predictions vs Qwen3.5 cache state reset." + "reason": "Qwen3 auto device-map CUDA assert and GPT-OSS MoE tensor-parallel failure are different parallelism bugs." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Both concern Qwen/GPT-OSS models, but the reported failures are different: CUDA assert on load vs TP-only not working." + "reason": "Label reduction bug is unrelated to a model loading failure." } ] }, @@ -4250,14 +4226,14 @@ "issue:44186", "issue:44361", "issue:44368", - "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", "issue:44625", + "issue:44671", + "issue:44743", "issue:44898", - "issue:44991", "issue:45059", "issue:45072", "issue:45081", @@ -4273,6 +4249,7 @@ ], "soft_pairs": [ "issue:45081|issue:45812", + "issue:44671|issue:44743", "issue:43531|issue:43572", "issue:43540|issue:43782", "issue:36010|issue:42617", @@ -4282,234 +4259,233 @@ "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:43606|issue:43720", "issue:41720|issue:43746", + "issue:30064|issue:34634", "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:43531|issue:45759", "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" + "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "58f1cdaa43ac0a9e014c8e6216b0bec35e15e18fa51b3140782fb20a7750be72", + "prepared_review_unit_hash": "ce830c10a4d30a2e0c38579ab01318aa4a839221d5a6f89208f4444bdbc4e359", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36657, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36679, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "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.", + "summary": "The set is mostly a bag of unrelated issues; only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-padding crashes. All other soft edges should be rejected as they describe different models, different code paths, or different failure modes.", + "confidence": 0.93, + "canonical_issue_reason": "If forced to choose a canonical issue from the only obvious duplicate pair, issue:44514 is the better representative: it is the earlier report and has the same concrete crash as issue:44545.", "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_issue_reason": "issue:45812 is the strongest standalone issue: it reports a broad, concrete regression ('AutoTokenizer produces wrong token IDs for all Granite models') with clear impact and a specific failure mode.", "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." + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is Granite token ID regression; different model families and different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state cache handling are unrelated failures in different architectures." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated bugs." + "reason": "One is a Qwen3-MoE sliding-window behavior issue; the other is a StableLmConfig pad_token_idx regression. No shared code-path bug." }, { "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." + "reason": "Both mention Qwen multimodal models, but one is a video-processing ValueError and the other is a weight_only load error; distinct problems." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and a 3d_parallel.py runtime problem are different issues." + "reason": "GenerationMixin import failure and 3d_parallel execution failure are unrelated." }, { "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." + "reason": "Runtime post-processor refresh vs wrong Granite token IDs are related only at a high tokenizer level, not the same concrete bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes and different failure modes (NER/batching crash vs AttributeError on tasks)." + "reason": "Different tokenizers, different task failures, and no shared underlying implementation bug." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are distinct model/runtime problems." + "reason": "FineGrainedFP8Config failure for Qwen3-MoE and Llava Next segfault are separate model-loading issues." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bbox odd behavior are unrelated." + "reason": "Metric gathering with tuple labels and SAM3 text/box 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." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different runtime paths." }, { "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." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values do not point to the same bug." }, { "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." + "reason": "A runtime tokenizer post-processing update bug is not the same as a broader version-dependent tokenization change report." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different loading/offloading issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different code paths." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in image processing and BarkProcessor voice_preset are unrelated processor bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA and BigBirdTokenizer special-token registration are unrelated." + "reason": "torch.compile + SDPA on Bamba and BigBirdTokenizer special-token registration are different subsystems and failure modes." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are separate documentation issues." + "reason": "A typo in cache strategy docs and outdated pipeline-task docs are documentation issues, but not the same change." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and the T5 FusedRMSNorm memory leak are unrelated." + "reason": "Quantization/offloading behavior and T5 apex.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." + "reason": "Same title, same batched-input crash when padding=False, and the reports describe the same underlying Qwen2_5_VLProcessor.apply_chat_template bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." + "reason": "CPU offload device mismatch is not the same as BigBirdTokenizer mask-token registration/empty decode output." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and composite Qwen 3.5/3.6 text_config unwrapping are different bugs." + "reason": "A trailing-slash import warning and a missing video-branch helper/variable bug are unrelated." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Local-path import warning and undefined video-token helpers in multimodal token counting are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE and AutoModelForCausalLM not unwrapping text_config are different issues." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert 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." + "reason": "TrainerState token counter update and progressive generation cache handling are not the same bug." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Config propagation for num_labels and degenerate zero-loss behavior are not the same bug." + "reason": "Num-label propagation in Qwen3.5 and a generic zero-loss classification regression are related only loosely via classification config, not the same concrete issue." }, { "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." + "reason": "Runtime special-token post-processor updates and DiaConfig custom token ID loss on save/load are different tokenizer/config bugs." }, { "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." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual-encoder keys being saved." }, { "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." + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids bug involve different code paths." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Different tokenizer-loading reports for different models; not the same underlying bug." + "reason": "Perceiver non-default resolution handling and bfloat16 dtype mismatches are unrelated inference bugs." } ] }, "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." + "feedback": "The analysis is grounded in the packet and stays conservative. The duplicate call on issue:44514/issue:44545 is well supported by the nearly identical titles and matching batched-input crash. The remaining soft-edge rejections are appropriately cautious and do not overclaim equivalence across different models, code paths, or failure modes." }, "evaluator_used": true, "retried": false, @@ -4567,6 +4543,7 @@ "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", "issue:45081", "issue:45356", @@ -4579,29 +4556,30 @@ "issue:45923" ], "soft_pairs": [ + "issue:44451|issue:44991", "issue:44077|issue:44625", "issue:44987|issue:45042", "issue:45759|issue:45859", "issue:43531|issue:44589", + "issue:44062|issue:44451", "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:44918|issue:44936", "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:43525|issue:43531", "issue:41720|issue:45704", - "issue:39692|issue:43873", "issue:45356|issue:45907", "issue:43746|issue:43873", "issue:40444|issue:43746", + "issue:39692|issue:43873", "issue:43596|issue:44220", "issue:42915|issue:43746", "issue:43720|issue:43819", @@ -4610,221 +4588,200 @@ "issue:30064|issue:36010", "issue:43618|issue:43697" ], - "prepared_review_unit_hash": "f920db2ff1b1b06296039e8d8af444aa56ce322a2b7d8e42bdb90349bb1f62fb", + "prepared_review_unit_hash": "8d10b3acadbc01995ec0bf47f5c577a3ca5d71e02dd5dedf69f1b6ab3627360c", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36345, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37207, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 }, "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.", + "summary": "Mostly a grab-bag of unrelated Transformers issues; only one soft pair looks like a true duplicate around offline tokenizer loading regression. I\u2019d anchor the cluster on the offline tokenization bug with the explicit model_info/_patch_mistral_regex root cause.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the exact offending path (_patch_mistral_regex calling model_info() unconditionally) and the concrete offline failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is a good representative because the cluster is not one underlying problem.", + "best_issue_reason": "issue:44843 is the best cluster representative because it is specific, actionable, and also explains the broader offline tokenizer-loading symptom seen in the matching issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but they concern different models and different failure details; not the same bug." + }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different problems: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + "reason": "Different subsystems and symptoms: patchtsmixer post-init handling 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." + "reason": "Unrelated failures: a model loading issue vs a PIL image processor/torchvision dependency regression." }, { "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." + "reason": "Same model family, but different concrete bugs and code paths: config unwrapping vs 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." + "reason": "Completely different problems: sliding window handling in Qwen3-MoE vs a float8 storage loading error." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "One is an AddedToken constructor argument bug; the other is a model/tokenizer loading regression for a specific checkpoint." }, { "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." + "reason": "Unrelated: T5/apex RMSNorm memory leak vs missing supports_gradient_checkpointing 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." + "reason": "Both involve vision models, but one is a docs example/model-processor mismatch and quantization failure; the other is an OmDet-Turbo resolution mismatch." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Both tokenizer-related, but one is AddedToken special-arg duplication and the other is inability to load a specific model." + "reason": "Related to tokenizer special tokens in a broad sense, but not the same concrete bug; one is runtime post-processor refresh, the other is BigBird mask-token registration." }, { "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." + "reason": "Different code paths and domains: flash-attention aux handling vs multimodal Qwen config unwrapping." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Related to tokenizers, but one is runtime post-processor updates and the other is BigBirdTokenizer special-token registration." + "reason": "Different training/runtime bugs: Gemma-4 FSDP2 shared_kv_states vs a missing gradient-checkpointing flag." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Different layers: Gemma-4 FSDP2 shared_kv_states bug vs missing checkpointing flag on a different model." + "reason": "Both mention trainer behavior, but the failures are distinct and not the same underlying bug." }, { "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()." + "accept": true, + "reason": "Same offline tokenizer-loading regression: both point to tokenizer.from_pretrained failing offline, and 44843 identifies the exact cause in _patch_mistral_regex/model_info()." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different training/parallelism issues: eval-mode checkpointing vs DeepSpeed ZeRO-3 gradient inflation." + "reason": "Unrelated training-mode constraint vs DeepSpeed ZeRO-3 gradient anomaly." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both tokenizer-related, but they affect different tokenizer classes and failure modes." + "reason": "Different tokenizer bugs: special-token post-processing update vs LayoutLMv2 NER/padding crashes." }, { "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." + "reason": "Different models and symptoms; both are output-correctness regressions but not the same 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." + "reason": "Different families and different failure modes: T5 memory leak vs Qwen3_5Moe CPU offload incompatibility." }, { "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." + "reason": "Both touch mistral-regex/tokenizer behavior, but one is a crash in _patch_mistral_regex and the other is a Kimi-K2.5 codec/regression report; not clearly the same bug." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Completely different domains: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm memory leak." + "reason": "Different Qwen/Llama configuration issues with no shared concrete failure path." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Different concerns: documentation/example model mismatch vs offloading with quantization." + "reason": "Completely unrelated: device-mapping CUDA assert vs a T5 RMSNorm memory leak." }, { "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." + "reason": "No meaningful overlap: tokenizer regression vs list_repo_files revision forwarding in a CI use case." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different bugs: GraniteSpeech PEFT local checkpoint loading vs offloading with quantization." + "reason": "Both involve loading/offloading, but one is PEFT local checkpoint loading and the other is quantization/offloading behavior; different bugs." }, { "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." + "reason": "Different model families and failure modes: multi-image Qwen2.5-VL finetuning vs GraniteSpeech adapter loading." }, { "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." + "reason": "Unrelated model-specific failures: FineGrainedFP8Config on Qwen3Moe vs GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Different subsystems and eras: image processor void segmentation maps vs GenerationMixin import error." + "reason": "Different code paths and symptoms: DeepSpeed zero3/BertModel index error vs audio fbank feature extraction." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different models and symptoms: CLIPOutput attentions assignment vs RTDetrV2 output differences in v5." + "reason": "Both are v5 regressions, but they affect different models and different outputs; not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, 42886 \u2194 44843, is plausibly the same offline tokenizer-loading regression, and the rest of the false negatives are described cautiously without overclaiming. No mergeability issues apply because there is no PR pair." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4898,41 +4855,41 @@ "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:44062|issue:44488", + "issue:43322|issue:45685", "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:43643|issue:44877", "issue:43577|issue:43818", "issue:43540|issue:45381", "issue:43782|issue:44977", + "issue:43531|issue:43643", "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" + "issue:41720|issue:44991", + "issue:44485|issue:44509" ], - "prepared_review_unit_hash": "a260a38cfe65a595b64c353a341baf81b05c38ee8ceb9124b94a692027e86887", + "prepared_review_unit_hash": "e859d8061a11769741e2c6e526739fcd40206616e51ea631a05a2207c12c43c9", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36258, + "serialized_chars": 36257, "estimated_input_tokens": 9065, "estimated_eval_tokens": 18386 }, @@ -4941,174 +4898,174 @@ "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.", + "summary": "These are mostly distinct regression reports across unrelated models/components. I did not find any soft pair that is clearly the same concrete bug; a few are adjacent (especially Mistral/remote_code loading issues) but still separate failure modes.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella report in the set, covering recent-version breakage of remote_code models and best matching the cluster\u2019s overall regression theme.", "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_issue_reason": "#45020 is the most representative general framework-regression issue here; it is broader and more central than the model-specific reports.", "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." + "reason": "Different bugs: input validation/error messaging vs degenerate zero-loss classification behavior." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated code paths." + "reason": "Tokenizer special-token decode bug is unrelated to BitNet packed-weight loading." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer creation at zero layers is not the same as Smollm3 RoPE-layer dropping." + "reason": "Different model/config problems: sparse-layer construction vs 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." + "reason": "Both are model-input issues, but one is processor/tokenizer API regression and the other is an OCR length/index error in Kosmos2.5." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral dtype mismatch and Gemma3n variable-name collision are unrelated bugs." + "reason": "Separate multimodal bugs: dtype mismatch vs variable name collision/AttributeError." }, { "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." + "reason": "Unrelated failures: torch.compile/SDPA on Bamba vs bfloat16 dtype mismatch in other 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." + "reason": "Different code paths and symptoms: SDPA/compile issue vs DAC latent/forward mismatch." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram-not-implemented are unrelated." + "reason": "Core loading regression vs cache length return-type bug; not the same underlying change." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken kwarg collision is not the same as sleng-bert tokenizer loading failure." + "reason": "AddedToken constructor error is distinct from failing to load a specific tokenizer/model." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to StaticCache.get_seq_length returning a tensor." + "reason": "Segfault when loading Llava Next is unrelated to MPS histogram support in MoE." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver resolution failure are different bugs." + "reason": "Tokenizer NER/padding crash vs image-classification resolution/interpolation failure." }, { "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." + "reason": "Same Mistral patch area, but different bugs: unconditional hub call in offline mode vs backend_tokenizer attribute access." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Special-token registration and DAC STE mismatch are unrelated." + "reason": "Tokenizer special-token registration bug is unrelated to DAC latent conversion mismatch." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are different regressions." + "reason": "Runtime special-token/post-processor update bug is distinct from Whisper batch_decode skip_special_tokens handling." }, { "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." + "reason": "Both concern config/loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA missing temporal attention/weight sharing are unrelated." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention weight issues 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." + "reason": "Both mention video inputs, but they affect different Qwen model families and different failure modes." }, { "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." + "reason": "from_pretrained weight_only loading error is not the same as flash-attention generation failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE is unrelated to trust_remote_code config field loss." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4/v5 regressions, but they affect different models and outputs." + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction errors are separate model-specific regressions." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure after token alignment and Kosmos2.5 OCR index error are unrelated." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-OCR indexing." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/example issues do not match Kosmos2.5 long-input indexing." + "reason": "Documentation/example errors and OCR index errors are not the same bug." }, { "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." + "reason": "Closely related remote_code regression reports, but one is a specific removed-API breakage and the other is a broader umbrella issue; not the same concrete bug." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline task messaging and SigLIP2 nonsensical outputs are different problems." + "reason": "Pipeline error-message regression is unrelated to SigLIP2 nonsensical outputs." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer compute_loss kwargs are unrelated." + "reason": "Image processor segmentation-map handling and CustomTrainer loss-signature regression are unrelated." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "GLM-5 RoPE discussion and docs still mentioning removed pipeline tasks are not duplicates." + "reason": "Qwen3 auto-device-map cuda assert and tokenizer loading for est-roberta are unrelated." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and est-roberta tokenizer loading failure are unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale v5 pipeline docs." } ] }, @@ -5187,8 +5144,8 @@ "issue:44186|issue:44442", "issue:44479|issue:45834", "issue:43606|issue:45072", - "issue:43825|issue:43827", "issue:43577|issue:43582", + "issue:43825|issue:43827", "issue:44805|issue:44936", "issue:34634|issue:36010", "issue:44671|issue:45701", @@ -5196,217 +5153,217 @@ "issue:43782|issue:45325", "issue:43720|issue:45072", "issue:42175|issue:45081", - "issue:45081|issue:45406", "issue:43749|issue:44291", + "issue:45081|issue:45406", "issue:43650|issue:43906", - "issue:44060|issue:44368", "issue:43582|issue:44857", + "issue:44060|issue:44368", "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:43653|issue:44912", "issue:43329|issue:45600", "issue:43742|issue:45020", - "issue:43653|issue:44912" + "issue:45084|issue:45538" ], - "prepared_review_unit_hash": "0e24d5f774e5741b6b123c0dddf3fc5a974e5b02448ce761a89515a5547a4c88", + "prepared_review_unit_hash": "79f9d44023dcf20e640fcd7a4cc1e99b5d74fa91a3ab0a6529e3e69f2620d068", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36387, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "serialized_chars": 36393, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "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.", + "summary": "This cluster is a set of superficially similar but actually unrelated Hugging Face/Transformers issues. The soft pairs mostly share broad themes like loading, tokenizers, multimodal processors, or dtype/device problems, but they do not describe the same concrete bug or fix path.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges: the items span unrelated bugs across tokenizers, processors, loading, training, and platform-specific failures, and the soft matches are only lexical/theme-level.", "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_issue_reason": "No issue is a strong cluster representative because there is no shared underlying defect tying these reports together.", "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." + "reason": "URL image-processor loading and template compilation are unrelated subsystems and failures." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both involve loading/runtime regressions, but they describe different failure modes and code paths." + "reason": "Both are loading-related, but one reports non-persistent buffer junk in v5 and the other FSDP RAM-efficient loading breakage." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer problems: LayoutLMv2 NER/batching crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Different tokenizer classes and different failure modes; NER/batching crash vs AutoTokenizer load failure." }, { "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." + "reason": "Both are multimodal input bugs, but for different models and different code paths: video regression vs long OCR indexing." }, { "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." + "reason": "Bark CPU-offload device mismatch is unrelated to bf16 dtype mismatches in other models." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Both mention v5 pipeline removal, but one is an error message bug and the other is stale docs; separate fixes." + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated bugs." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Blip2 dtype propagation bug vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + "reason": "Same broad v5 pipeline-removal theme, but one is a runtime message and the other is stale documentation; not the same bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different trainer-related issues: mask/tensor shape mismatch versus evaluate() failing after train()." + "reason": "Different code paths and symptoms: mask/index shape mismatch vs trainer evaluate-after-train failure." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to the GenerationMixin import error." + "reason": "BarkProcessor voice_preset and GenerationMixin import regression are unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a general tokenization-version change report." + "reason": "CamemBERT MLM prediction drift and a general tokenization-change report are not the same concrete issue." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo input-size bug and bf16 dtype mismatch are different problems." + "reason": "Processor image-size mismatch is unrelated to dtype mismatch in inference." }, { "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." + "reason": "Different Qwen VL bugs: one is a load error with weight_only=True, the other is a rope-index scaling bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure is a different code path from dtype mismatch during inference." + "reason": "Packed-weight unpacking during accelerate loading is a different failure than dtype mismatch." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package backend/install issue versus a tokenizer regex-patching crash; unrelated." + "reason": "Package/backend dependency selection and Mistral regex patch crashes are unrelated." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Two different processor/tokenizer attribute errors on different model families." + "reason": "Both are loading issues, but the concrete causes differ: FSDP CPU RAM-efficient loading vs unexpected _is_hf_initialized argument." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Both are model-loading regressions, but the broken paths are distinct and not mergeable as one fix." + "reason": "Mistral tokenizer patch crash and Gemma4Processor missing _tokenizer are different code paths." }, { "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." + "reason": "A placeholder issue titled 'ADD THE DATA' is unrelated to an isolated reproduction report." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Related warning language, but different models and likely different underlying tied-weights behavior." + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are platform- and path-specific, not the same bug." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "AppleSilicon allocator TypeError and CUDA float16 loss crash are unrelated." + "reason": "Both mention tied-weights warnings, but they involve different Qwen variants and different concrete behavior." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default bug versus DAC latent reconstruction mismatch; different subsystems." + "reason": "Audio processor sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output regression are not the same defect." + "reason": "Beit label reduction bug and RTDetrV2 output drift are different model issues." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Image-label reduction and MPS attention correctness are unrelated failures." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Bark voice preset bug and Trainer compute_loss signature break are unrelated." + "reason": "Bark voice_preset handling and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they affect different code paths and failures." + "reason": "Both involve exception handling, but in different functions and with different bugs; not the same underlying problem." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Template compilation error is unrelated to CLIPTokenizer's model_max_length bug." + "reason": "BigBird special-token registration and MXFP4 quantization loading/fallback are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug and stale auto_mappings config references are unrelated." + "reason": "Multimodal token counting in a video branch and stale auto_mappings references are different code paths." }, { "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." + "reason": "MobileLLM load-key failure and remote_code breakage are not the same defect." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Tokenizer special-token registration bug and MXFP4 quantization loading issue are different failures." + "reason": "Template compilation TypeError and CLIPTokenizer max_length misuse are unrelated." } ] }, @@ -5494,15 +5451,15 @@ "issue:43550|issue:44912", "issue:43257|issue:43696", "issue:43454|issue:43577", - "issue:43329|issue:44479", "issue:43262|issue:44811", + "issue:43329|issue:44479", "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:43643|issue:45759", "issue:43329|issue:43450", "issue:44568|issue:45488", "issue:43257|issue:43931", @@ -5511,20 +5468,20 @@ "issue:43697|issue:45357", "issue:44479|issue:45381" ], - "prepared_review_unit_hash": "5cf1c5893ae53d9527f90efa0a1552b29b8f26dc89fa45552621fb44a91a6c2f", + "prepared_review_unit_hash": "b1ee4cc587000de3b3b91e260b5cd33eaa7268a3bac7d9abacb8915a66d699cb", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36982, + "serialized_chars": 36983, "estimated_input_tokens": 9246, "estimated_eval_tokens": 18748 }, @@ -5533,198 +5490,210 @@ "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.", + "summary": "The cluster is mostly heterogeneous and does not contain broad duplicate groups, except for one clear Qwen video-regression pair. I would use issue 44479 as the representative issue for that narrow duplicate set.", + "confidence": 0.55, + "canonical_issue_reason": "issue:44479 is the broadest, clearest statement of the accepted Qwen video-input regression and subsumes the narrower 45381 report.", "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_issue_reason": "issue:44479 is the strongest representative among the items because it captures the widest version-scoped bug description; the rest of the cluster is too mixed to serve as one canonical issue.", "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." + "reason": "Both are training failures, but they describe different code paths and symptoms (ZeRO3/non-pretrained BERT indexing vs post-train evaluate failure)." }, { "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." + "reason": "Both are loading/tokenizer-related, but one is a gguf_file from_pretrained breakage and the other is a model-specific tokenizer 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." + "reason": "Different components and failures: local checkpoint loading with PEFT adapters vs Whisper processor.batch_decode skip_special_tokens handling." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model-specific inference bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor shape mismatch." + "reason": "Both involve vision models, but the bugs are different: zero probabilities in SigLIP2 vs a processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different root causes: missing Float8 storage handling vs PIL image processors incorrectly requiring torchvision." + "reason": "Unrelated failures: a Float8 storage TypeError vs an image-processor torchvision dependency issue." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Unrelated model-loading test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Different model-specific generation/loading regressions; same broad area but not the same concrete bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different mechanisms: DAC from_latents mismatch vs DiaConfig save/load losing token IDs." + "reason": "DAC from_latents consistency and DiaConfig token-ID persistence are unrelated bugs." }, { "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." + "reason": "Both mention quantization, but one is a documentation/example mismatch and the other is a load-path MXFP4 fallback issue." }, { "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." + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to a multimodal token-counting video-branch undefined-name bug." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Different API breakages: GenerationMixin import error vs custom models in Jupyter notebooks." + "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different regressions." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different loading/packing bug vs a processor input-size mismatch." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to the OmDet-Turbo processor size bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Torch.compile with SDPA in Bamba is unrelated to the gpt-oss quantization loading regression." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization loading fallback in gpt-oss." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Weight-conversion/loading bug is not the same as an out-of-memory failure." + "reason": "MoE weight conversion/loading and CUDA OOM are not the same bug." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Different model-specific issues: lm_head tying vs dtype propagation for Blip2/Qformer." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different model-loading problems." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43262", + "right": "issue:44811", "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." + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode special-token handling are unrelated." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Audio sampling-rate defaulting and Whisper batch decoding are separate processor behaviors." + "reason": "Both are video/VLM related, but 43329 is an undefined-function bug in token counting while 44479 is a broader video-input regression; not enough to treat as the same concrete issue." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to Qwen MoE weight conversion/loading." + "reason": "Local-path slash import warning and Qwen3 MoE loading are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + "reason": "Sliding-window behavior for Qwen3-MoE 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." + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are distinct trainer/API regressions." }, { "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." + "reason": "Both are memory/loading related, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different problems." }, { "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." + "reason": "Tokenizer special-token insertion for mDeBERTa and Kimi-K2.5 codec/warning regressions are different bugs." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both involve config handling, but trust_remote_code field loss is not the same as composite Qwen config unwrapping." + "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated." + "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM text_config unwrapping are different config-loading issues." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video helper functions are not the same as batched video processor output-shape errors." + "reason": "Both touch video processors, but one is an undefined-name bug in token counting and the other is a batched-shape bug." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions with different failure modes and model families." + "reason": "Tokenizer regressions, but different concrete failures: missing BOS/EOS vs pre-tokenizer override to Metaspace." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen MoE weight conversion/loading and Qwen3-VL weight-shape mismatch are separate loading problems." + "reason": "Qwen3 MoE loading during accelerate/deepspeed and Qwen3-VL shape mismatch are different load failures." }, { "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." + "reason": "Both involve CPU offload, but they affect different models and code paths, so they are not the same bug." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug is distinct from the broader tokenization-version-change report." + "reason": "Qwen3.5 hidden-states behavior and version-dependent tokenization changes are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key regression are different bugs." + "reason": "RTDetrV2 output divergence and Qwen3.5 visual-encoder save_pretrained keys are different regressions." }, { "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." + "reason": "Both describe the same Qwen video-input regression around v5.3.0; 45381 is a narrower symptom of the broader issue in 44479." + }, + { + "left": "issue:44991", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta and Kimi-K2.5 codec handling regression are different model-specific tokenizer bugs." + }, + { + "left": "issue:43645", + "right": "issue:45701", + "accept": false, + "reason": "Custom models in Jupyter notebooks and tokenization changes are unrelated." } ] }, "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." + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate pair is supported by the titles and descriptions, and the rejection rationales do not overstate equivalence." }, "evaluator_used": true, "retried": false, @@ -5765,6 +5734,7 @@ "issue:43742", "issue:43749", "issue:43756", + "issue:43782", "issue:43824", "issue:43906", "issue:43927", @@ -5795,251 +5765,258 @@ ], "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:44291|issue:45042", + "issue:44987|issue:45538", "issue:43452|issue:43582", + "issue:41720|issue:43540", "issue:42915|issue:44821", "issue:44987|issue:45907", + "issue:43257|issue:43756", "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:43317|issue:45538", "issue:44062|issue:44991", "issue:43577|issue:45072", "issue:42175|issue:44938", - "issue:38175|issue:44898", "issue:43404|issue:45987", + "issue:38175|issue:44898", "issue:45137|issue:45405", - "issue:42175|issue:44488", "issue:43906|issue:45381", + "issue:42175|issue:44488", "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" + "issue:43526|issue:45479", + "issue:28282|issue:29127", + "issue:43582|issue:43782", + "issue:43756|issue:45325" ], - "prepared_review_unit_hash": "d122f732a4fb163fc6b81d49282b839f0399dd5a230ba4c0d7c7a696d24f7b91", + "prepared_review_unit_hash": "be3cc063cd3237bd0d898ddd392c9fe0ea58faf62493f73b1b926fc88c3c3a24", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36540, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37408, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "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.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bugs spanning model loading, quantization, video inputs, tokenizers, device placement, and trainer/state issues. I don\u2019t see any pair that looks like the same underlying bug/change, so no soft edges should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43749 is the best representative because it has the broadest loading-related framing, substantial discussion, and inbound references, but it is still not a duplicate of the rest of the 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_issue_reason": "Issue 43749 is the strongest single issue to anchor the cluster: it is impactful, clearly described, and closer to the common theme of load-time regressions than the others.", "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." + "reason": "Different model families and failures: Qwen3Moe FP8 handling vs MobileLLM key error during loading." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Model loading failure for one repo and CLIP tokenizer max-length configuration for another are not the same bug." + "reason": "MacOS CLIP bus error and TrainerState token-count update are unrelated subsystems." }, { "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." + "reason": "Unexpected init_empty_weights argument vs PIL image processor dependency requirement are unrelated." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "MacOS bus error in CLIP model loading and TrainerState token-count tracking are entirely different issues." + "reason": "Physical-intelligence model loading bug and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "cudaErrorAssert with auto device mapping on A800 and Qwen3OmniMoe video input ValueError are different failure modes and paths." + "reason": "Tokenizer/model gguf loading issue vs Apple Silicon warmup TypeError; no shared code path." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "gguf_file loading regression and Apple Silicon caching_allocator_warmup TypeError do not share a concrete code path." + "reason": "Both involve Qwen3, but one is auto device mapping cuda assert and the other is video-input validation in Qwen3OmniMoe; not the same bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3MoE FP8 loading and AutoImageProcessor-from-URL behavior are unrelated." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL 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." + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer mismatch are different problems." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3MoE FP8 config issues and CLIPTokenizer model_max_length semantics are unrelated." + "reason": "No overlap beyond general model/tokenizer loading context." }, { "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." + "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video, but they affect different Qwen variants and different regressions." + "reason": "Both mention video regressions, but the affected models and failure mechanisms differ; not clearly one concrete bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen3-VL embedding StopIteration are separate video-input bugs." + "reason": "Different Qwen video paths and distinct errors: ValueError vs StopIteration." }, { "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." + "reason": "Packaging/backend selection issue vs missing Qwen2_5_VL export are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload loading failure and tokenizer max length are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-arg duplication and tokenizer loading for EMBEDDIA/est-roberta are different tokenizer issues." + "reason": "AddedToken keyword conflict and est-roberta tokenizer load failure are not the same bug." }, { "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." + "reason": "Both mention dtype, but one is loading BLIP2 to fp16/bf16 and the other is inference-time mismatches in different models." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "TensorFlow backend packaging and Python 3.14 load failure are unrelated environment issues." + "reason": "Tensorflow backend packaging and Python 3.14 import failure are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different model behaviors." + "reason": "Tied lm_head bug in Mistral3ForConditionalGeneration and StaticCache return-type contract are unrelated." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "lm_head tying in Mistral3ForConditionalGeneration is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "Different image-model bugs with different symptoms and code paths." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and the PEFT minimum-version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and PEFT version pin mismatch are unrelated." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Package backend omission and failure to load cjvt/sleng-bert are not the same issue." + "reason": "Isolated reproduction of an older issue and Qwen2.5-VL video position-id bug are not the same concrete failure." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "A reproduction of an older issue and Qwen2.5-VL video position-id regression are not duplicates." + "reason": "Packaging/backend issue and a model-loading failure for cjvt/sleng-bert are unrelated." }, { "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." + "reason": "PyTorch-not-found ImportError and Llama 3.2 Vision load regression are different root causes." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 config behavior and FSDP CPU RAM efficient loading are different loading subsystems." + "reason": "Qwen3Moe quantization/config bug and FSDP CPU RAM efficient loading bug are unrelated." }, { "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." + "reason": "MobileLLM key error and init_empty_weights argument mismatch are different load-time bugs." }, { "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." + "reason": "XLNet CPU allocation inefficiency and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss bug are unrelated." + "reason": "BEiT label reduction bug and sequence-classification zero-loss bug are unrelated." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Qwen3OmniMoe video parsing error and Gemma4 PLE device mismatch are different model-specific failures." + "reason": "ImportError about missing PyTorch and layoutlmv3 error-message clarity are unrelated." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Smollm3 RoPE-layer selection and Qwen2.5-VL still-image temporal scaling are unrelated model architecture bugs." + "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "PyTorch-missing ImportError and LayoutLMv3 box-information error are unrelated error-message/validation issues." + "reason": "Smollm3 RoPE layer selection and Qwen2.5-VL still-image position-id scaling are different model-specific issues." } ] }, @@ -6068,18 +6045,17 @@ "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", @@ -6104,16 +6080,17 @@ "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:44062|issue:45081", "issue:44291|issue:44821", @@ -6123,213 +6100,218 @@ "issue:43452|issue:44488", "issue:45042|issue:45081", "issue:43742|issue:44589", - "issue:43531|issue:44821", "issue:45405|issue:45600", + "issue:43531|issue:44821", "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:41762|issue:44936", "issue:44625|issue:44877", - "issue:44514|issue:45290", "issue:43452|issue:44843", - "issue:44466|issue:45005", + "issue:44514|issue:45290", "issue:43452|issue:43577", - "issue:43819|issue:44811" + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44936|issue:45823" ], - "prepared_review_unit_hash": "f20dd4603fc7c3671c08a2b890344332746a9e09594d079a44fc0d8ebea86c12", + "prepared_review_unit_hash": "bffcabc8ed6701d50a3be09799ae324d462305b24da4b5fc83d0a1205d44a8a0", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35233, - "estimated_input_tokens": 8809, - "estimated_eval_tokens": 17874 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "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.", + "summary": "Mostly a heterogeneous set of Transformers bugs. Two soft-duplicate pairs stand out: SigLIP2 output correctness regressions, and tied-weights serialization issues in v5; the rest are distinct model/tokenizer/training problems.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the broadest representative here: it describes a cross-model v5 tokenizer regression affecting multiple model families, making it the best umbrella issue among otherwise fairly specific reports.", "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_issue_reason": "45920 is the most suitable cluster anchor because it is open, regression-focused, and spans multiple concrete model failures rather than a single niche code path.", "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." + "accept": true, + "reason": "Both are SigLIP2 correctness regressions on the same model family and appear to describe the same underlying implementation/output mismatch." }, { "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." + "reason": "Unrelated bugs: TrainerState token counter not updating vs a custom compute_loss signature change." }, { "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." + "reason": "Different tokenizer failures: AddedToken constructor argument conflict vs Mistral regex/backend_tokenizer AttributeError." }, { "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." + "reason": "Different code paths: init_empty_weights/_is_hf_initialized handling vs loading AutoImageProcessor from a URL." }, { "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." + "reason": "Both are regression reports, but one is Qwen3.5 save_pretrained visual-key serialization and the other is a broad tokenizer token-id bug; not the same concrete defect." }, { "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." + "reason": "Related theme of config field loss, but one is trust_remote_code config materialization and the other is a specific @strict field-drop in Qwen3_5MoeVisionConfig." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "These are separate multimodal model failures with different models and symptoms; too broad to merge." + "reason": "Both are multimodal/model-loading issues, but they affect different models and failure modes." }, { "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." + "reason": "Generic loading breakage vs a specific model failing to load; no clear shared code-path bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend processor torchvision dependency and Mistral regex crash are unrelated processor/tokenizer issues." + "reason": "One is an image-processor torchvision dependency regression, the other is a tokenizer regex crash." }, { "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." + "reason": "Completely different failures: MobileLLM config/key error vs missing Float8 storage support." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug and AutoImageProcessor-from-URL loading are unrelated." + "reason": "A dependency version bump issue vs stale auto_mappings references; not the same underlying bug." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "One is a dependency version bump problem, the other is stale auto_mappings references causing CI breakage; not duplicates." + "reason": "Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading are unrelated." }, { "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." + "reason": "Different subsystems: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint regression." }, { "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." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are separate issues." }, { "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." + "reason": "Different Qwen2.5-VL bugs: batched chat template crash vs incorrect vision_position_ids for video input." }, { "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." + "reason": "BitNet packed-weight loading and Perceiver interpolation are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard sizing and AutoProcessor kwargs forwarding are unrelated API concerns." + "reason": "save_pretrained max_shard_size default question vs cached_file kwargs forwarding bug." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different failures in different layers." + "reason": "DeepSpeed training runtime error vs LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "DeepSpeed training weight-dimension runtime error and LayoutLMv3 box-information error are unrelated." + "reason": "Gemma3 ZeRO-3 loading failure vs trainer.evaluate() after train failure have different triggers and code paths." }, { "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." + "reason": "Qwen3.5 num_labels propagation and strict-config loading of granite_speech are distinct config bugs." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43452", + "right": "issue:44843", "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." + "reason": "gguf_file loading breakage vs offline model_info() call in mistral regex patch are different tokenizer-loading defects." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the crashes are on different inputs and likely different branches." }, { "left": "issue:43452", - "right": "issue:44843", + "right": "issue:43577", "accept": false, - "reason": "gguf_file load failures and offline mistral regex patch behavior are unrelated tokenizer/model-loading problems." + "reason": "gguf_file loading vs Blip2 dtype handling are unrelated." }, { "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." + "accept": true, + "reason": "Both reports are about tied-weights behavior in v5 on translation models and look like the same serialization/tied-weight code-path problem." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "gguf_file breakage and BLIP2 dtype propagation are unrelated issues." + "reason": "Both are tokenizer-related regressions, but one is processor/tokenizer access and image handling while the other is Kimi-K2.5 codec handling/mistral-regex warning." }, { "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." + "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausible same-bug groupings: the SigLIP2 regression reports and the v5 tied-weights serialization reports. The rejected pairs are mostly well-justified as different failure modes or code paths, and the canonical choice of 45920 is defensible as the broadest open regression issue in the set." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6356,7 +6338,9 @@ "issue:38175", "issue:41720", "issue:43122", + "issue:43278", "issue:43295", + "issue:43452", "issue:43504", "issue:43531", "issue:43550", @@ -6373,6 +6357,7 @@ "issue:43927", "issue:44361", "issue:44442", + "issue:44451", "issue:44464", "issue:44479", "issue:44554", @@ -6381,30 +6366,26 @@ "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:30064|issue:33666", "issue:44361|issue:44442", + "issue:44464|issue:44743", "issue:43643|issue:44561", - "issue:43688|issue:45440", "issue:41720|issue:43906", + "issue:43688|issue:45440", "issue:43653|issue:44568", "issue:43688|issue:45704", "issue:28282|issue:32090", @@ -6412,9 +6393,9 @@ "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:43688|issue:45701", "issue:43653|issue:43927", "issue:43531|issue:43742", "issue:43550|issue:43927", @@ -6425,250 +6406,259 @@ "issue:43122|issue:43906", "issue:43577|issue:45588", "issue:43504|issue:43550", - "issue:43504|issue:43720", "issue:32090|issue:34567", + "issue:43504|issue:43720", "issue:41720|issue:44464", "issue:43504|issue:44610", - "issue:32090|issue:33666" + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:43278|issue:43688", + "issue:43742|issue:44821" ], - "prepared_review_unit_hash": "ed2887b0ca18c3b2886e9e064293f79da5b937642556b0056ecae72f0c79f658", + "prepared_review_unit_hash": "0ecd355b9e385d7040c660781d66464e76dc5cb82f8eff5a194b6b3c4bf2d939", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37658, - "estimated_input_tokens": 9415, - "estimated_eval_tokens": 19086 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38472, + "estimated_input_tokens": 9618, + "estimated_eval_tokens": 19492 }, "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.", + "summary": "These items are not one duplicate cluster; they span unrelated regressions across tokenizers, model loading, training, generation, and backend/device-specific bugs. No soft-edge pair looks like the same underlying issue tightly enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, with no clear duplicate family spanning the full cluster.", "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_issue_reason": "No globally best issue candidate; the issues are too disparate to use one as a representative duplicate target.", "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." + "reason": "Different failures in different areas: zero probabilities in SigLIP2 vs a processor/tokenizer regression in custom model code." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Different subsystems: segmentation-map processing vs Qwen2-VL multi-GPU training." + "reason": "Both are tokenizer-related, but one is a special-token registration bug and the other is an AttributeError on tasks for a different tokenizer class." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Both are generation-related, but they hit different code paths and model logic." + "reason": "Image processor segmentation-map handling and Qwen2-VL multi-GPU training are unrelated bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Different tokenizer bugs on different models and failure modes." + "reason": "Different tokenizer classes and different load/runtime failures; not the same underlying bug." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "MLuke task AttributeError is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Both touch generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset in a modular Qwen3.5 file." }, { "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." + "reason": "Both involve trust_remote_code, but the root causes differ: missing fields in AutoConfig vs removal of is_torch_fx_available." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Different MoE problems: auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as an isolated reproduction issue with no matching code-path evidence." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "No clear match: Qwen3 auto device-map cuda assert vs an isolated reproduction of another issue." + "reason": "Different MoE bugs on different models: auxiliary-loss normalization vs native DeepseekV3MoE divergence." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are special-token issues, but they affect different tokenizers and have different concrete symptoms." + "reason": "Different tokenizer regressions: BigBird mask token registration vs mdeberta add_special_tokens not adding BOS/EOS." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different model families and bugs: MoE loss scaling vs T5 RMSNorm memory leak." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to T5 silently using apex.FusedRMSNorm." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to Trainer NoneType broadcast errors." + "reason": "ImportError for missing PyTorch and a Trainer GPU broadcast TypeError are unrelated failures." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different failures: missing torch dependency vs MacOS bus error on a CLIP model." + "reason": "PyTorch import failure and a MacOS bus error in CLIP loading are different problems." }, { "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." + "reason": "Both mention NaNs, but the triggers and affected components differ: Gemma3 sliding-window embeddings vs classification-head NaNs after checkout/init." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different model correctness bugs: Blip2 dtype propagation vs RTDetrV2 output divergence." + "reason": "BLIP2 dtype loading bug and RTDetrV2 output divergence are distinct model-specific regressions." }, { "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." + "reason": "Missing PyTorch import and embedding reinitialization on resize are unrelated." }, { "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." + "reason": "Offline model_info patching in AutoTokenizer is not the same as a tokenizer-loading regression for a specific model." }, { "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." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a broad tokenization-version change report." }, { "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." + "reason": "Tokenizer special-token decode bug and DiaConfig token-ID loss after save/load are different issues." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM loading key errors." + "reason": "Qwen3-MoE sliding-window behavior and a MobileLLM key error do not share the same root cause." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different concrete bugs: torch.compile/SDPA failure vs config token-ID loss causing generation IndexError." + "reason": "torch.compile/SDPA failure in Bamba and DiaConfig token-ID corruption are unrelated." }, { "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." + "reason": "Chunked generation with compiled forward is unrelated to a video-input regression in Qwen VL models." }, { "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." + "reason": "Video input regression and num_labels propagation to text config are different bugs." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different problem domains: torch.compile SDPA failure vs tokenizer AttributeError in tasks." + "reason": "Different models and different failure modes; not the same underlying code-path problem." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype loading bug is unrelated to the MPS attention correctness issue." + "reason": "BLIP2 dtype loading and an MPS attention correctness issue are unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenization-version change report does not match an isolated reproduction of another issue." + "reason": "Tokenizer-version differences and an isolated reproduction of another issue are not the same bug." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype propagation and flash_attention s_aux=None crash are different bugs." + "reason": "BLIP2 dtype mismatch is unrelated to the flash_attention crash on sink-less models." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field load failure for Beit is unrelated to Bamba torch.compile/SDPA failure." + "reason": "BEiT legacy-field load failure and Bamba torch.compile SDPA failure are unrelated." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Different loading issues: legacy preset field vs packed-weights unpacking in accelerate." + "reason": "Trainer GPU broadcast TypeError and TrainerState token-count tracking are different training bugs." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to num_input_tokens_seen not updating." + "reason": "Legacy-field loading in Beit and packed-weight unpacking in BitNet are different model-loading issues." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different regressions: Qwen3 auto device mapping cuda assert vs compiled-forward generation inconsistency." + "reason": "cudaErrorAssert in Qwen3 device mapping is unrelated to chunked generation with compiled forward." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Both concern loading/processor behavior, but they are distinct models and distinct mismatches." + "reason": "Pretrained-load legacy field handling and processor/model input-size mismatch are distinct problems." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer broadcast failure and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is broader and different from loading a specific model like ScandiBERT." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval and MoE auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A key error loading MobileLLM and failure to load AutoImageProcessor from URL are different loading paths and errors." } ] }, @@ -6704,27 +6694,26 @@ "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", @@ -6738,23 +6727,21 @@ "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:43606|issue:43927", "issue:43493|issue:43825", "issue:43720|issue:43927", "issue:43262|issue:43295", - "issue:43525|issue:43572", - "issue:43756|issue:44913", + "issue:44849|issue:45357", "issue:44568|issue:45812", + "issue:43756|issue:44913", "issue:44625|issue:46002", + "issue:43525|issue:43572", "issue:43720|issue:44361", "issue:28218|issue:33357", "issue:33666|issue:36331", @@ -6764,223 +6751,240 @@ "issue:43493|issue:43844", "issue:45803|issue:45987", "issue:43278|issue:43844", - "issue:43334|issue:43572", "issue:43756|issue:45083", "issue:43257|issue:43299", - "issue:43334|issue:45759", - "issue:45200|issue:45229", "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:43334|issue:45759", "issue:39692|issue:43295", - "issue:43646|issue:44466" + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:33357|issue:33666", + "issue:43572|issue:44291" ], - "prepared_review_unit_hash": "dae9cc122396732359ef0a7f779b681e9bd21055b8584f6e6849c49788a720ea", + "prepared_review_unit_hash": "1d3b5c5e27205f9140bcbac5bd72140ab36b94fcbe99423c44d6a05b63366bad", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36821, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "soft_pair_count": 32, + "serialized_chars": 37572, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 }, "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.", + "summary": "The cluster is a grab-bag of unrelated Transformers bug reports; the soft edges mostly reflect broad similarity like \u201cversion regression\u201d or \u201cconfig/loading issue,\u201d not the same concrete defect. No soft pair is safe to merge as a duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a clear canonical duplicate anchor here: the items span different models, APIs, and failure modes, and the soft pairs are only superficially similar.", "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_issue_reason": "None of the issues is a good global representative because the cluster is not a single duplicate family; picking one would mischaracterize the rest.", "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." + "reason": "Qwen2-VL multi-GPU training vs a GenerationMixin import failure are unrelated failures." }, { "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." + "reason": "CPU offload device mismatch and lost custom token IDs are different bugs in different code paths." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch and a pipeline translation-task error message are unrelated issues." + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message/translation support issue." }, { "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." + "reason": "Packed-weight loading bug vs DiaConfig save/load token-ID loss are distinct model-loading issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and a multimodal processor/tokenizer regression are different bugs." + "reason": "Audio chat-template sample-rate defaulting is unrelated to processor.tokenizer/image handling regression." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Both mention missing padding-token fields, but they affect different configs (Llama4 vs StableLm) and different attribute names." + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys are different regressions." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Smollm3 RoPE-layer count mismatch and GPTNeoX rotary_pct reload behavior are unrelated configuration bugs." + "reason": "mDeBERTa special-token insertion bug and Granite token-ID regression are separate tokenizer issues." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43756", + "right": "issue:44913", "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." + "reason": "Smollm3 RoPE-layer dropping and GPTNeoX rotary_pct reload are different configuration bugs." }, { "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." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same defect." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different configs/models and likely different code paths." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "Packed-weight accelerate 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." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in a CLIP model." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature breakage are unrelated." + "reason": "Multi-GPU training for Qwen2-VL and a Trainer compute_loss signature mismatch are different issues." }, { "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." + "reason": "A doc-example model/processor mismatch is not the same as a SigLIP2 HF-vs-JAX implementation discrepancy." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3.5 flash-attention generation issues are different code paths." + "reason": "Video-input processing failure and flash-attention generation bug are different Qwen3.5/Qwen3OmniMoe problems." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load failure and an unreleased MIN_PEFT_VERSION bump are unrelated." + "reason": "Phi-4 multimodal loading 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." + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient blow-up are different code-path problems." }, { "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." + "reason": "Bare except swallowing errors and StaticCache returning a tensor instead of int are unrelated." }, { "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." + "reason": "Embedding dtype drift and gradient growth under ZeRO-3 are not the same bug." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Smollm3 RoPE-layer selection and qwen3_omni_moe feature-extraction length calculations are unrelated." + "reason": "Smollm3 RoPE layer count and qwen3_omni_moe feature-length helper behavior 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." + "reason": "Qwen3 MOE accelerate/deepspeed conversion and Qwen3VL Moe loading are different loading failures." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44488", + "right": "issue:44843", "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." + "reason": "Loading sleng-bert and offline model_info() behavior in _patch_mistral_regex are separate issues." }, { "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." + "reason": "Gemma4 mm_token_type_ids defaulting and multi-GPU CUDA OOM are not the same problem." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Loading cjvt/sleng-bert and offline failure caused by unconditional model_info() calls are different tokenizer-loading problems." + "reason": "Missing pad_token_id in Qwen3VL and missing pad_token_idx in StableLmConfig are similar only at a high level." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "pad_token_id missing in Qwen3VL is different from AutoModelForCausalLM not unwrapping text_config for Qwen 3.5/3.6." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 doc-example problems and a v4.57.5 multimodal processor/tokenizer regression are unrelated." + "reason": "SigLIP2 doc-example errors and processor.tokenizer/image passing regression are different multimodal issues." }, { "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." + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 inference OOM and PLE device mismatch under device_map=\"auto\" are separate runtime failures." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup error are unrelated import/runtime issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and suno/bark-small CPU-offload device mismatch are different model-loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and init_empty_weights/_is_hf_initialized argument handling are distinct compatibility issues." } ] }, @@ -7008,28 +7012,27 @@ "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:44291", + "issue:44315", "issue:44361", "issue:44423", "issue:44464", @@ -7042,9 +7045,10 @@ "issue:44849", "issue:44964", "issue:44977", + "issue:45072", "issue:45084", + "issue:45198", "issue:45200", - "issue:45229", "issue:45290", "issue:45405", "issue:45446", @@ -7053,19 +7057,14 @@ "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:43927|issue:44361", "issue:43504|issue:43653", - "issue:44423|issue:44734", "issue:44464|issue:45584", + "issue:44423|issue:44734", "issue:43606|issue:44112", - "issue:43994|issue:44493", "issue:43575|issue:45405", + "issue:43994|issue:44493", "issue:43278|issue:43701", "issue:44792|issue:45405", "issue:44521|issue:45290", @@ -7078,192 +7077,197 @@ "issue:43540|issue:45200", "issue:15354|issue:38175", "issue:45084|issue:45520", - "issue:43232|issue:44849" + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:43232|issue:44849", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "b05bc960f19465d4b43d4a30c87fb5f336cfda2e9bcc9f8b6fafcb56faf056fc", + "prepared_review_unit_hash": "f8c6c0537fff58def76edc14b3907b1d7cad70586f07422a39ff637cd35b7886", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34769, - "estimated_input_tokens": 8693, - "estimated_eval_tokens": 17642 + "serialized_chars": 34878, + "estimated_input_tokens": 8720, + "estimated_eval_tokens": 17696 }, "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.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bugs across tokenizers, generation, loading, device/dtype issues, and CI failures. The soft edges look like false positives rather than true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe different underlying bugs and should be split rather than merged.", "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_issue_reason": "If forced to pick a representative issue, issue 44521 is a clear, self-contained bug report, but it is not a good umbrella for the rest of the cluster.", "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", + "left": "issue:44589", + "right": "issue:45520", "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." + "reason": "Different failures: a missing float8 storage type vs a flash_attn import key error." }, { "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." + "reason": "Unrelated components and symptoms: config token IDs vs tokenizer attribute errors." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different tokenizer/model loading bugs with different code paths and failure modes." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44464", + "right": "issue:45584", "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." + "reason": "One is compiled forward chunked generation, the other is Whisper empty-transcription handling." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling after align_special_tokens are different generation bugs." + "reason": "Both involve serve, but the crashes come from different code paths: multimodal input conversion vs KV-cache indexing." }, { "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." + "reason": "Different models and different problems: CPU offload device mismatch vs stale CI test override." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Siglip2 nonsense outputs and unexpected key-position-id warnings are different model behavior issues." + "reason": "OOM during tensor-parallel model loading is unrelated to a PEFT version bump." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Tensor-parallel OOM for a Qwen model and a PEFT version bump/release mismatch are unrelated." + "reason": "SigLIP2 incorrect outputs are not the same as a generic unexpected position-id key issue." }, { "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." + "reason": "BF16-to-FP32 dtype drift is unrelated to resume checkpoint key mismatches." }, { "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." + "reason": "A failing Janus image-generation test is unrelated to the PEFT version pin issue." }, { "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." + "reason": "Both hit apply_chat_template, but one is empty assistant masks for multimodal inputs and the other is a crash on tool-call messages." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are unrelated." + "reason": "Flash Attention 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." + "reason": "Local-path import warning has nothing to do with GPT-oss OOM." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth during training and a multimodal model load failure are different issues." + "reason": "ZeRO-3 gradient explosion and a model loading failure are different bugs." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token counting are separate concerns." + "reason": "Tokenizer spacing behavior is unrelated to TrainerState token-count tracking." }, { "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." + "reason": "MPS attention correctness and a flex_attention version-check bug are not the same issue." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation errors 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." + "reason": "Video-input processing in Qwen3OmniMoe is distinct from Gemma4 token-id defaults for text-only fine-tuning." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and Siglip2 zero probabilities are unrelated model behaviors." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import KeyError are unrelated." + "reason": "Compilation of non-template nodes is a different failure from a flash_attn import key error." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 inference dtype mismatches are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is a missing default token-id behavior and the other is a device_map forward mismatch." }, { "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." + "reason": "Generation kwargs after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention helper import error and meta-device model loading breakage are different problems." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel model_init application and Qwen3.5 hidden-states output are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF vs JAX discrepancy does not match a checkpoint key mismatch." } ] }, @@ -7304,7 +7308,7 @@ "issue:43572", "issue:43575", "issue:43653", - "issue:43701", + "issue:43819", "issue:43824", "issue:43827", "issue:43844", @@ -7314,7 +7318,7 @@ "issue:43957", "issue:43975", "issue:44112", - "issue:44315", + "issue:44206", "issue:44442", "issue:44466", "issue:44514", @@ -7322,43 +7326,38 @@ "issue:44554", "issue:44610", "issue:44792", - "issue:44849", "issue:44898", "issue:44936", "issue:44987", - "issue:45072", + "issue:45083", "issue:45127", "issue:45198", "issue:45200", + "issue:45245", "issue:45325", "issue:45356", "issue:45412", "issue:45563", - "issue:45823" + "issue:45584" ], "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:44792|issue:45563", + "issue:43334|issue:43525", "issue:43824|issue:43975", "issue:43388|issue:43526", - "issue:38175|issue:45412", "issue:42915|issue:43824", + "issue:38175|issue:45412", "issue:38175|issue:43493", "issue:44514|issue:44521", "issue:44442|issue:45198", @@ -7366,229 +7365,223 @@ "issue:43278|issue:43856", "issue:42490|issue:43493", "issue:43653|issue:44112", + "issue:43450|issue:43575", "issue:43827|issue:43901", - "issue:43450|issue:43575" + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:43819|issue:45083" ], - "prepared_review_unit_hash": "caed869de42c21af4c40ad298961d4f9893b49a109e985027d79a42377c8bd1c", + "prepared_review_unit_hash": "399d17d9c5766a0dc1e1a191059466a06d87384aa6c9d6f218e5867267d05148", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37236, - "estimated_input_tokens": 9309, - "estimated_eval_tokens": 18874 + "soft_pair_count": 29, + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "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.", + "summary": "No soft-edge pair should be accepted on the available evidence. Most pairs are clearly unrelated, and the SigLIP2 pair (38175/43493) is only weakly related by model family and wording, not shown to be the same bug.", + "confidence": 0.89, + "canonical_issue_reason": "No canonical issue is justified from the packet alone; the cluster does not contain a clearly proven duplicate set, and the SigLIP2 pair lacks body evidence tying 38175 to 43493 as the same defect.", "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_issue_reason": "Issue 43493 is the strongest standalone issue in the cluster because it is the broadest SigLIP2 report, but it should be treated as related-not-duplicate to 38175 absent stronger body evidence.", "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." + "reason": "Both are multimodal regressions, but they describe different failures and code paths: processor/tokenizer handling vs OmDet-Turbo image size mismatch." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and tokenizer codec handling are unrelated." + "reason": "Different subsystems and bugs: MPS attention correctness vs Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Interpolation/image-classification failure and RT-DETR memory leak are not the same bug." + "reason": "Perceiver resolution/interpolation bug and RT-DETR memory leak are unrelated." }, { "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." + "reason": "Both mention tied weights, but one is device-dependent serialization of `lm_head.weight` and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast are different failures." + "reason": "Loading regressions, but for different models and failure modes: `pad_token_idx` vs loading `physical-intelligence/fast`." }, { "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." + "reason": "Different model families and different bugs: Gemma 4 multimodal token-type defaults vs Qwen2.5-VL temporal position-id scaling." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different regressions." + "reason": "Both are ImportErrors, but they involve different missing symbols and different modules/models." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing pad_token_idx and meta-device loading breakage are unrelated." + "reason": "StableLm `pad_token_idx` regression and `torch.device(\"meta\")` loading failures are separate issues." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed gradient growth and trainer.evaluate() failing after train are different code paths." + "reason": "Training instability with ZeRO-3 is unrelated to `trainer.evaluate()` breaking after `trainer.train()`." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Custom processor/tokenizer regression and video batched shape handling are distinct issues." + "reason": "Processor/tokenizer regression and batched video processor shape bug are different subsystems and defects." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Same symptom class (missing pad_token_id), but for different model configs and likely different fixes." + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same underlying bug." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and are not clearly the same defect." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing Qwen2_5_VL export and DeepSeek detokenization regression are different bugs." + "reason": "ImportError for `Qwen2_5_VLForConditionalGeneration` and DeepSeek-Coder detokenization regression are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "gather_for_metrics label truncation and BeitImageProcessorFast reduce_labels are separate functions and failures." + "reason": "Different label-handling bugs in different code paths: `gather_for_metrics` vs `BeitImageProcessorFast.reduce_labels`." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated." + "reason": "FineGrainedFP8Config failure in Qwen3MoE and Qwen2.5-VL ImportError are unrelated." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Qwen3Moe FP8 config failure and a missing Qwen2_5_VL import are unrelated." + "reason": "SigLIP2 zero-probability issue and RT-DETR memory leak do not share the same bug." }, { "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." + "reason": "The titles are thematically related, but the evidence only shows a possible SigLIP2 connection: zero probabilities vs HF-vs-JAX discrepancy. That is not enough to treat them as 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." + "reason": "Both involve `apply_chat_template`, but one is a batching crash with `padding=False` and the other is all-zero assistant masks for multimodal inputs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are different tokenization bugs." + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are separate tokenizer issues." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated." + "reason": "Tokenizer spacing after added tokens and embedding reinit after resize are unrelated tokenization/model-init bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/eval dtype drift and Qwen3 MoE memory usage are different issues." + "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory inefficiency are unrelated." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Local-path trailing-slash import warning and SigLIP2 implementation discrepancy are different issues." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are different bugs." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale test are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs/API-deprecation complaints, but they cover different pipelines and different removed parameters." + "reason": "Both are docs-related, but they refer to different documentation gaps and behaviors." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported `center` arg in LaserFeatureExtractor and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-weights collapse and category-count runtime limit are entirely different bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Video processor batching shape and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + "reason": "DAC latent decoding mismatch and a Qwen3 Omni MoE helper behavior issue are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The rejection judgments are mostly conservative, but the lone accepted soft-edge pair is too strong for the packet evidence. From titles alone, 38175 (\u201cUnexpected Zero Probabilities with siglip2-base-patch16-224\u201d) and 43493 (\u201cSigLIP2 discrepancy between HF implementation and original JAX implementation\u201d) are plausibly related, but the output states as fact that they are the same bug and that 38175 is merely a symptom. That overstates what\u2019s grounded here. The canonical/best-issue rationale also leans on that same unsupported equivalence. Please downgrade this pair to tentative or reject unless there is stronger body evidence." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7623,11 +7616,13 @@ "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", @@ -7641,28 +7636,23 @@ "issue:44857", "issue:45072", "issue:45083", - "issue:45127", "issue:45200", - "issue:45245", "issue:45290", "issue:45310", "issue:45381", "issue:45478", - "issue:45584", + "issue:45520", "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:43819|issue:44112", "issue:44610|issue:44857", - "issue:37428|issue:43425", "issue:43335|issue:43550", + "issue:37428|issue:43425", "issue:43606|issue:45083", "issue:45290|issue:45381", "issue:44448|issue:44743", @@ -7672,8 +7662,8 @@ "issue:44360|issue:44561", "issue:29942|issue:32090", "issue:37428|issue:44351", - "issue:43611|issue:43931", "issue:44206|issue:45823", + "issue:43611|issue:43931", "issue:43335|issue:43653", "issue:39692|issue:43526", "issue:43819|issue:44493", @@ -7688,242 +7678,250 @@ "issue:44448|issue:44779", "issue:43335|issue:45072", "issue:38175|issue:44493", + "issue:44292|issue:45520", "issue:43335|issue:45593", - "issue:44561|issue:44779", - "issue:44462|issue:44561" + "issue:43720|issue:44112", + "issue:44462|issue:44561", + "issue:44561|issue:44779" ], - "prepared_review_unit_hash": "40169831aa24762cac04a0de2de99878b6e962139806f93e199d3e297ee3ea5f", + "prepared_review_unit_hash": "ae2fb70159dd2b4e06b5a045a429ec492e87ff5b5c0b23397852d062ddf37a62", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 38014, - "estimated_input_tokens": 9504, - "estimated_eval_tokens": 19264 + "soft_pair_count": 35, + "serialized_chars": 37676, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "This cluster is mostly a set of unrelated issue reports that only share superficial model/subsystem themes. I found one true duplicate pair: the two Qwen3.5 MoE from_pretrained failures. All other soft pairs should be kept separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earliest report of the exact same Qwen3.5 MoE `from_pretrained` regression; issue:45478 is a later duplicate of that same concrete failure.", "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_issue_reason": "issue:45310 is the best representative issue because it captures the concrete bug clearly and appears to be the original report for the duplicate pair.", "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", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Different code paths in different models; DAC latent reconstruction mismatch is not the same as qwen3_omni_moe length calculation behavior." + "reason": "Both are processor bugs, but one is audio chat-template sampling-rate handling and the other is batched video shape handling; different code paths." }, { "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." + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI stale-device test are unrelated failures." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different model families and failures: processor input-size mismatch versus AMP/CUDA loss crash." + "reason": "Different models and bugs: OmDet processor input sizing versus LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "A missing flash-attention import and a Torch 2.10 compatibility issue are not the same concrete bug." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are not the same underlying issue." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Sparse-layer misconfiguration and torch.compile SDPA failure are different problems." + "reason": "Both mention compatibility, but one is a specific flash-attention import symbol break and the other is a broad Torch 2.10 incompatibility report." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "CPU offload device mismatch in bark-small versus a qwen3_omni_moe helper length issue are distinct problems." }, { "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." + "reason": "Chat-template tool-call serialization crash and qwen2.5-vl video position-id corruption are different failures." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Output drift for Pegasus v4/v5 and qwen3_5 recurrent-state reset are unrelated." + "reason": "Pegasus output drift across versions and qwen3 recurrent-state reset with cache are different code paths." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." + "reason": "One is an AMP/CUDA loss crash; the other is missing auxiliary losses when denoising is off." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type-id defaulting and flash-attention `s_aux=None` handling are unrelated." + "reason": "Defaulting mm_token_type_ids to zeros and flash_attention crashing on s_aux=None are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype mismatch and pipeline translation-task messaging are different issues." + "reason": "Embedding dtype regression and a pipeline error-message issue are not the same bug." }, { "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." + "reason": "DSA indexer ReLU discussion and removal of `is_torch_fx_available` breaking trust_remote_code models are unrelated." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are unrelated." + "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error do not describe the same failure." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Different import failures: missing `_flash_supports_window_size` versus missing `HybridCache` export." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading issues." + "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are separate bugs." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Different Gemma-related failures: unsupported feature-extractor arg versus device mismatch during forward." + "reason": "`base_model_prefix` loading break and Qwen3-VL weight-shape mismatch are different model-loading issues." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer creation bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "SwitchTransformers sparse-layer creation 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." + "reason": "SigLIP2 doc-example errors and BeitImageProcessorFast `reduce_labels` returning one label 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." + "reason": "DAC latent/STE mismatch versus widespread 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." + "reason": "Bamba SDPA compile failure and GraniteSpeech stale-device test failure are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer config bug and BEiT legacy-field loading bug are different problems." + "reason": "SwitchTransformers sparse-layer config bug and Beit semantic-segmentation legacy-field load failure are different issues." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model and qwen3_omni_moe length helper behavior are unrelated." + "reason": "Python 3.13 `IndentationError` in DebertaV2Model and qwen3_omni_moe output-length 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." + "reason": "Same exact Qwen3.5 MoE `from_pretrained` regression (`transformers>=5.4.0`), clearly the same underlying bug." }, { "left": "issue:43335", - "right": "issue:45072", + "right": "issue:45083", "accept": false, - "reason": "Different model/dtype problems: SwitchTransformers sparse-layer config versus bfloat16 inference mismatches." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-info error messaging and Trainer broadcast NoneType error are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are different failures." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention sinkless-model crash and Qwen3_5Moe CPU-offload incompatibility are different code paths." + "reason": "Flash-attention integration crashing on `s_aux=None` and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are distinct code paths." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 documentation/model mismatch and position-id key regressions are unrelated." + "reason": "SigLIP2 documentation mistakes and unexpected position-id keys across many models are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer v5 regression are different issues." + "reason": "Pegasus version output differences and Deepseek tokenizer regression are different problems." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue and unexpected position-id key issue are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 `flash_attn` import KeyError are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "`is_torch_fx_available` removal breakage and Deepseek tokenizer regression are unrelated." + "reason": "BitNet packed-weights loading bug and GraniteSpeech stale-device CI failure are different issues." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and `is_torch_fx_available` removal are different failures." + "reason": "AutoTokenizer ignoring `tokenizer.json` and `is_torch_fx_available` removal breaking trust_remote_code are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust_remote_code breakage from API removal and Deepseek tokenizer regression are different code paths." + }, + { + "left": "issue:45520", + "right": "issue:44351", + "accept": false, + "reason": "`flash_attn` import KeyError and missing `HybridCache` import are separate import 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." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and close timestamps, with 45310 being earlier. The rest of the verdicts read as cautious separations rather than overclaims." }, "evaluator_used": true, "retried": false, @@ -7947,6 +7945,7 @@ "issue:10000", "issue:15354", "issue:28218", + "issue:29127", "issue:29942", "issue:32090", "issue:33357", @@ -7961,15 +7960,14 @@ "issue:43412", "issue:43526", "issue:43550", + "issue:43575", "issue:43606", "issue:43701", - "issue:43720", "issue:43723", "issue:43854", "issue:43873", "issue:43927", - "issue:44112", - "issue:44292", + "issue:43976", "issue:44448", "issue:44493", "issue:44554", @@ -7981,11 +7979,11 @@ "issue:45083", "issue:45198", "issue:45229", - "issue:45245", "issue:45372", + "issue:45406", + "issue:45440", "issue:45459", "issue:45491", - "issue:45520", "issue:45563", "issue:45588", "issue:45698", @@ -7993,18 +7991,15 @@ "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:43606|issue:44857", - "issue:43723|issue:44554", "issue:44448|issue:44977", + "issue:43723|issue:44554", "issue:44857|issue:45072", "issue:28218|issue:32090", - "issue:44977|issue:45563", "issue:43927|issue:45698", "issue:43701|issue:45083", "issue:44568|issue:45491", @@ -8012,219 +8007,229 @@ "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:45372|issue:45588", "issue:32090|issue:33357", + "issue:45459|issue:45712", "issue:43873|issue:45229", - "issue:45245|issue:45563", + "issue:44977|issue:45563", "issue:43412|issue:45588", "issue:43278|issue:43329", "issue:41720|issue:45229", - "issue:10000|issue:15354" + "issue:43976|issue:45440", + "issue:10000|issue:15354", + "issue:42490|issue:43575", + "issue:45372|issue:45406", + "issue:28218|issue:29127" ], - "prepared_review_unit_hash": "3334ba41d005cbd35b01106150a651a770824197dd0c43b73f48990285af8481", + "prepared_review_unit_hash": "cd6711d8582516b0ad225c72ab4d4b76c7b14a0e77abc70161c69f1b83638686", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36030, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "soft_pair_count": 30, + "serialized_chars": 36390, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "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.", + "summary": "This cluster is a grab-bag of unrelated issue reports across tokenizer, model loading, attention, offload, and CI bugs. None of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs Gemma4 multi-GPU CUDA OOM." }, { "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." + "reason": "Local path trailing-slash import warning is unrelated to GLM-4.7-Flash unit-test loading failure." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction bug." + "reason": "Multi-image IterableDataset fine-tuning bug for Qwen2.5-VL is not the same as BEiTImageProcessorFast reduce_labels behavior." }, { "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." + "reason": "Model loading regression for Llama 3.2 Vision is unrelated to output embedding reinitialization after resize." }, { "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." + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are different bugs." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the MPS attention correctness issue." + "reason": "Pegasus v4/v5 output drift is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Pegasus v4/v5 output drift is not the same underlying issue as Qwen3.5 flash-attention generation failure." + "reason": "Tokenizer loading regression and MPS attention correctness issue are unrelated code paths." }, { "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." + "reason": "Both mention dtype problems, but the affected models and failure modes differ; not the same underlying 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." + "reason": "Added-token spacing bug is unrelated to Trainer NoneType GPU broadcast failure." }, { "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." + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module; different bugs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "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." + "reason": "Tokenizer BOS/EOS handling issue is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "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." + "reason": "torch.compile SDPA failure for Bamba is unrelated to qwen3_omni_moe length computation." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature bare-except error hiding are different bugs." + "reason": "Wav2Vec2 save/tokenization failure and bare except swallowing errors in Fuyu are separate input-processing 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." + "reason": "Flash-attention utility import error is unrelated to loading physical-intelligence/fast." }, { "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." + "reason": "Quantization/offloading issue and position-id key mismatch affect different mechanisms." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests do not match the token-embedding reinitialization bug." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes leaking into dir(transformers) are different maintenance bugs." + "reason": "Gemma4 processor import dependency issue and flash_attention.py s_aux=None crash are different failures." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error with CLIP are unrelated." + "reason": "Trainer broadcast NoneType error is unrelated to MacOS bus error with a community CLIP model." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception masking errors is unrelated to leftover dummy classes in dummy_pt_objects.py." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Offloading/quantization regression is not the same as Gemma4 multi-GPU CUDA OOM." + "reason": "Quantization/offloading not working and Gemma4 multi-GPU OOM are memory-related but not the same concrete bug." }, { - "left": "issue:45245", + "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Category-limit RuntimeError and stale paged-generate warning are unrelated." + "reason": "Flash-attention generation failure is unrelated to a stale paged-generate warning." }, { "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." + "reason": "ExecuTorch export problems for Gemma3n are unrelated to flash_attention.py AttributeError on s_aux=None." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 embedding dtype change and undefined video-token helper variables are unrelated." + "reason": "BF16-to-FP32 dtype change in evaluate is unrelated to undefined video-branch helper names in multimodal token counting." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same problem as Gemma4 multi-GPU OOM." + "reason": "Auto device-map cudaErrorAssert on Qwen3 is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure and DeepSeekV3MoE divergence are unrelated." }, { "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." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit export failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tp-induced OOM for Qwen2-57B are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and Gemma4Processor missing _tokenizer in serve are separate regression symptoms, not one fix." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to LayoutLMv3 box-insufficient-information error messaging." } ] }, @@ -8249,7 +8254,6 @@ "cluster_id": "cluster-10000-404", "nodes": [ "issue:25251", - "issue:28218", "issue:29127", "issue:29942", "issue:30064", @@ -8267,11 +8271,9 @@ "issue:43278", "issue:43381", "issue:43421", - "issue:43575", "issue:43653", "issue:43756", "issue:43873", - "issue:43976", "issue:43994", "issue:44186", "issue:44206", @@ -8282,261 +8284,257 @@ "issue:44462", "issue:44466", "issue:44479", + "issue:44610", "issue:44743", "issue:44857", "issue:44871", "issue:44977", "issue:45198", + "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45520", + "issue:45563", "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:45372|issue:45459", - "issue:43065|issue:45412", "issue:44857|issue:45588", + "issue:43065|issue:45412", + "issue:45245|issue:45563", "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:25251|issue:32090", "issue:44206|issue:44479", + "issue:43994|issue:45412", "issue:43066|issue:44462", "issue:44361|issue:45198", - "issue:42915|issue:42994", "issue:44871|issue:44977", "issue:44451|issue:45520", + "issue:42915|issue:42994", "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:43257|issue:43278", "issue:29127|issue:34567", + "issue:42490|issue:43873", "issue:32090|issue:33290", - "issue:42490|issue:43873" + "issue:44610|issue:45412", + "issue:45440|issue:45593" ], - "prepared_review_unit_hash": "b33a337b833dfea69b8d198c561b8146ac57c30410103fcae66f580fdacca1fb", + "prepared_review_unit_hash": "f69eeacb26fbb0693c3d1236823cd625b1fdd8d09f59315bbbe990f84482fc65", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36653, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "soft_pair_count": 29, + "serialized_chars": 36348, + "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 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.", + "summary": "This cluster is heterogeneous: all soft pairs are false positives spanning unrelated tokenizer, model, training, quantization, and documentation bugs. No single issue stands out as a duplicate anchor.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items cover many unrelated problem areas and do not form one coherent duplicate set.", "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_issue_reason": "No global best issue: the cluster is too mixed for any one issue to represent it as the likely duplicate target.", "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." + "reason": "Different problems: a dummy Conv2d in Sam3PixelDecoder vs SigLIP2 model/processor mismatch and bad outputs." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Tokenizer whitespace bug vs LayoutLMv3 error-message clarity issue; not the same defect." + "reason": "Different failures: Gemma 4 processor import error vs tokenizer error masking when protobuf is absent." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import breakage is distinct from tokenizer error masking when protobuf is absent." + "reason": "Unrelated code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention sink-less model AttributeError." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Different subsystems: Sam3PixelDecoder implementation detail vs RT-DETR memory release bug." + "reason": "Model architecture placeholder bug vs RT-DETR memory leak on deletion; not the same issue." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Different crash paths: LwDetrImageLoss AMP/CUDA failure vs flash_attention integration crashing on sink-less models." + "reason": "Different behavior: category-count runtime error vs a stale warning in paged generate()." }, { "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." + "reason": "Different bugs: output drift between v4/v5 for Pegasus vs inconsistent lm_head.weight serialization by device." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention crash on s_aux=None is unrelated to Gemma4 PLE device placement mismatch." + "reason": "flash_attention None-handling crash is separate from 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." + "reason": "Tokenizer special-token registration bug vs Qwen3.5 recurrent state reset with cache; unrelated." }, { "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." + "reason": "Eval dtype change in embeddings is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; different components and symptoms." + "reason": "Different tokenizers and failure modes: LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "SigLIP2 inference regression is unrelated to RT-DETR object lifetime/memory cleanup." + "reason": "Pipeline top_k nesting regression is unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression is not the same as Qwen VL video input regression." + "reason": "Unsupported center arg in an image extractor vs Qwen video input regression; different subsystems and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference/output problem is unrelated to RT-DETR model memory not being released." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder-type mismatch in v5 is different from AutoTokenizer ignoring tokenizer.json." + "reason": "Tokenizer decoder type mismatch vs AutoTokenizer ignoring tokenizer.json; separate loading/serialization bugs." }, { "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." + "reason": "MLukeTokenizer task AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma3 eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Gemma eos_token_id config inconsistency is distinct from Qwen3.5 flash-attention generation regression." }, { "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." + "reason": "Model load failure for ScandiBERT is unrelated to Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization broadly, but one is FP8 loading failure and the other is quantized saving failure." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "torch.export/export and torch_compilable_check failure is unrelated to Wav2Vec2 tokenization/save_pretrained issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is not the same underlying bug as DeepseekV3 divergence." + "reason": "Smollm3 RoPE layer dropping is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "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." + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings in mixed-length sliding-window batching." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Flash Attention 2 test failures do not match void segmentation map processing failures." }, { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Qwen3 MOE weight conversion failure and embedding dtype drift in eval are distinct problems." + "reason": "Both mention vision-language models, but one is a MacOS bus error for a CLIP model and the other is a docs/example mismatch." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are separate issues, one runtime and one docs/example." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is different from dtype drift between training and evaluation." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counter not updating." + "reason": "LayoutLMv3 box-validation messaging and TrainerState token-count tracking are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash model path warning is unrelated to quantization offloading behavior." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different failures." + "reason": "Trainer broadcast NoneType crash and Adafactor OOM in DeepSpeed are different failure modes." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to quantization offloading not working as expected." + "reason": "DeepseekV3MoE implementation divergence is not the same as D-FINE missing auxiliary losses when denoising is off." } ] }, @@ -8576,54 +8574,53 @@ "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:43381|issue:43701", + "issue:43526|issue:45834", "issue:43526|issue:44186", "issue:29942|issue:36010", "issue:29127|issue:33357", - "issue:43334|issue:43531", "issue:44625|issue:45584", - "issue:44977|issue:45245", + "issue:43334|issue:43531", "issue:29127|issue:35141", + "issue:44977|issue:45245", "issue:44464|issue:45491", "issue:42915|issue:43931", "issue:44442|issue:45072", @@ -8634,201 +8631,210 @@ "issue:43232|issue:43388", "issue:43575|issue:43701", "issue:44743|issue:44811", + "issue:43761|issue:44079", + "issue:43646|issue:44077", "issue:43441|issue:45588", - "issue:43761|issue:44079" + "issue:43575|issue:44387", + "issue:45003|issue:45440" ], - "prepared_review_unit_hash": "4c18082637501e32e5ef06f7bb7bd8da50e6f3099bea44fe7afc2914c3860373", + "prepared_review_unit_hash": "5b5df8364d9a61d986de8e6201979bbd41a3af4c10b32a6c37232dfdb985b7fa", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35278, - "estimated_input_tokens": 8820, - "estimated_eval_tokens": 17896 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36133, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "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, + "summary": "This cluster is heterogeneous: the issues span unrelated model-loading, tokenizer, generation, attention, and training bugs. I don\u2019t see a convincing duplicate core, so there is no clear canonical issue or PR here.", + "confidence": 0.96, "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_issue_reason": null, "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." + "reason": "Both mention import/load problems, but one is a missing Qwen2.5-VL export and the other is a generic dependency issue; not the same bug or fix." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to FastSpeech2Conformer AutoTokenizer loading." + "reason": "Both are tokenizer-related, but one is BigBird special-token registration and the other is FastSpeech2ConformerTokenizer loading; different code paths." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3.5 MoE CPU-offload rotary embedding." + "reason": "A CLIPVisionModel hidden_states regression is unrelated to Qwen3.5Moe CPU-offload rotary embedding behavior." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "One is an auto_docstring annotation/introspection crash; the other is a mistral_common ReasoningEffort import breakage in Gemma processor loading." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient-checkpointing in eval mode and resume-from-checkpoint key mismatch are different code paths." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training-state issues." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "auto_docstring annotation parsing crash is unrelated to mistral_common ReasoningEffort import failure." + "reason": "Both are vision/OCR-adjacent, but one is BeitImageProcessorFast label reduction and the other is a Kosmos2.5 long-OCR index error." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizers/processors and failure modes; not the same underlying bug." + "reason": "LayoutLMv2Tokenizer batching/NER crashes are unrelated to BeitImageProcessorFast returning only one label." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Failing Flash Attention 2 tests are not the same as a GenerationMixin import error." + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated regressions." }, { "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." + "reason": "LayoutLMv3 box validation messaging and a MacOS bus error loading a CLIP model are different bugs." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription generation failure." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are separate model/processor issues." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Flash-attention generation issues are unrelated to the 2^24 categories limit error." + "reason": "Qwen3-VL pad_token_id loading failure is not the same as Qwen3-MoE sliding_window behavior." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and token-embedding reinitialization are different bugs." + "reason": "LayoutLMv3 error messaging and token embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-count overflow are unrelated." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window padding." + "reason": "Both affect generation, but compiled-forward chunked generation inconsistency is different from Gemma3 NaN embeddings caused by sliding-window/all-padding windows." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are separate loading/configuration problems." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are different loading issues." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default issue is unrelated to LasrFeatureExtractor center-arg crash." + "reason": "Audio processor chat-template sampling-rate defaulting and LasrFeatureExtractor center-arg crash are distinct processor bugs." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug does not match LwDetrImageLoss AMP/CUDA crash." + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP/CUDA crash are different image-processing/training failures." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to gradient-checkpointing eval-mode behavior." + "reason": "A trailing-slash local-path import warning is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-flag duplication is unrelated to list_repo_files not forwarding revision." + "reason": "AddedToken special-argument duplication and list_repo_files missing revision forwarding are unrelated API bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label trimming are different concerns." + "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics dropping tuple label elements affect different subsystems." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading a model is unrelated to checkpoint key mismatch." + "reason": "Tensor-parallel OOM when loading a Qwen2 model is unrelated to checkpoint key mismatch on resume." }, { "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." + "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are different model behaviors." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are different failures." - } - ] + "reason": "CLIPVisionModel missing hidden_states and ModelOutput key assignment with None are separate regressions." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "A broad Transformers 5.0 custom initialization regression is not the same as patchtsmixer-specific post_init handling." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failures in Ministral-3 and sink-less-model s_aux=None crashes are different flash-attention code paths." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and increased CUDA reserved memory under int4 quantization are not the same failure." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepSeekV3 divergence from remote implementation are unrelated." + } + ] }, "evaluator_result": null, "evaluator_used": false, @@ -8857,17 +8863,18 @@ "issue:36010", "issue:36331", "issue:41628", + "issue:42175", "issue:42490", "issue:42907", "issue:43316", "issue:43381", + "issue:43404", + "issue:43441", "issue:43493", "issue:43525", "issue:43540", - "issue:43575", "issue:43611", "issue:43643", - "issue:43646", "issue:43720", "issue:43723", "issue:43749", @@ -8878,7 +8885,6 @@ "issue:44077", "issue:44188", "issue:44190", - "issue:44387", "issue:44442", "issue:44479", "issue:44496", @@ -8886,25 +8892,21 @@ "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:43723|issue:45479", "issue:43761|issue:44188", "issue:44479|issue:45290", "issue:43316|issue:43525", @@ -8929,216 +8931,219 @@ "issue:33290|issue:36331", "issue:44190|issue:44496", "issue:44855|issue:45137", - "issue:43540|issue:44514" + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "e2194f12140c9a5b38c54120236d217de2a092a9a3b5f1292939bf36067118c7", + "prepared_review_unit_hash": "6d2176dfdd643dea230c2b9d169a6468cba4064c4ff21e53fef2adda4c2dd13e", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36940, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36426, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is mostly a collection of unrelated Transformers issues; none of the soft pairs look like the same underlying bug, and there are no PRs to consolidate.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span distinct problems in loading, config handling, training, vision/multimodal processing, and docs.", "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_issue_reason": "issue #43749 is the strongest representative by engagement and impact (multiple inbound refs, high discussion) and describes a concrete runtime regression.", "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", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "`sys.modules` access safety and DeepseekV3MoE divergence are unrelated code paths and fixes." + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different code paths." }, { "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." + "reason": "AutoTokenizer load failure and a sequence-classification zero-loss bug are unrelated." }, { "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." + "reason": "CLIPVision hidden-states regression and attention-kernel divergence are different failures." }, { "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." + "reason": "Video-input regression and chat-template tool-call crash involve different processing stages." }, { "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." + "reason": "Gemma3TextConfig API inconsistency and missing pad_token_id in Llama4Config are separate config issues." }, { "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." + "reason": "Tokenizer loading and Perceiver interpolation failure are unrelated." }, { "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." + "reason": "Dequantized-save bug and wrong custom-module reload bug are different save/load problems." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "DeepSpeed+Adafactor OOM and `num_input_tokens_seen` not updating are unrelated trainer/runtime bugs." + "reason": "DeepSpeed Adafactor OOM and TrainerState token counter not updating are unrelated." }, { "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." + "reason": "Local-path import warning and Qwen recurrent-state reset are different issues." }, { "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." + "reason": "Llama 3.2 vision model loading and base_model_prefix loading break are not the same bug." }, { "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." + "reason": "OOM in optimizer use and embedding reinitialization after resize are distinct problems." }, { "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." + "reason": "Training OOM and model-loading regression are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are different features and failure modes." + "reason": "Gradient-checkpointing eval-mode bug and quantization offloading issue are different behaviors." }, { "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." + "reason": "Shape mismatch on load and incorrect save_pretrained checkpoint serialization are different failures." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing removed pipeline APIs are unrelated." + "reason": "SigLIP2 implementation mismatch and docs still mentioning pipeline() 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." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are not the same underlying issue." }, { "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." + "reason": "Gemma3TextConfig discrepancy and AutoModelForCausalLM text_config unwrapping are separate API/load-path bugs." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and tokenizer loading for FastSpeech2ConformerTokenizer are unrelated." + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading 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." + "reason": "AutoImageProcessor import error and Gemma 4 ReasoningEffort import failure are different dependency/import problems." }, { "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." + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload behavior are unrelated config issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatches are distinct loading problems." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading regressions." }, { "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." + "reason": "Llama model loading regression and GenerationMixin import error are unrelated." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 EOS-token config inconsistency are unrelated." + "reason": "Quantization offloading and Gemma eos_token_id inconsistency are different configuration bugs." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed Adafactor OOM and `compute_loss` signature breakage are unrelated trainer bugs." + "reason": "Adafactor OOM and CustomTrainer compute_loss signature mismatch are unrelated trainer issues." }, { "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." + "reason": "Local dataset loading failure and unrecognized-model config error do not share a code path." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 indentation/script parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Python 3.13 indentation parsing error and DeepSpeed ZeRO3 deque pop are different failures." }, { "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." + "reason": "Qwen3OmniMoe video processing and batched chat-template tool-call crash are distinct." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and strict granite_speech config loading are separate config-loading issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow backend packaging problem and Gemma3TextConfig API discrepancy are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head tying bug and Ministral flash-attention failure affect different model paths." } ] }, @@ -9169,14 +9174,10 @@ "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", @@ -9195,122 +9196,109 @@ "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:44977", "issue:45127", "issue:45200", "issue:45406", + "issue:45563", "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:43065|issue:44617", "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:16998|issue:22355", "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:43295|issue:44871", "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:44734|issue:45406", "issue:44617|issue:45584", "issue:43761|issue:44242", + "issue:32090|issue:35141", "issue:43931|issue:44060", - "issue:32090|issue:35141" + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977" ], - "prepared_review_unit_hash": "de20eaba2db6c44559cef77b1076db3aba6bd92235df74c88856b90c5832308b", + "prepared_review_unit_hash": "901b68322f4d7b90f03c999ef173e7f968db98a86bdb997cd748cd59b27c4bc2", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36080, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "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, + "summary": "No duplicate cluster emerges here: the soft pairs mostly share only a broad subsystem (generation, loading, vision, or training) but not the same concrete bug or change. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this set; the items are mostly unrelated regressions and feature bugs rather than one duplicated report.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a strong global representative because the set spans many different code paths and model families.", + "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", "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", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Packaging/backends dependency issue vs a Gemma config API discrepancy." + "reason": "Different problems: pipeline top_k output shape vs missing transformers.onnx import." }, { "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." + "reason": "Both touch SAM 3, but one is a dummy Conv2d placeholder and the other is a CUDA OOM during video inference." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Generic cache missing in generation mixin vs recurrent-state reset in a specific modular model." + "reason": "Both are cache-related, but they affect different models/code paths and different failure modes." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression vs an error-message wording issue in pipeline()." + "reason": "One is a processor/tokenizer regression; the other is an incorrect pipeline error message about translation tasks." }, { "left": "issue:44162", @@ -9322,121 +9310,139 @@ "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Batch label truncation bug vs auxiliary-loss normalization bug." + "reason": "Different training bugs: metric gathering on last batch vs auxiliary-loss normalization." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "A model_max_length question is unrelated to the missing transformers.onnx module import." + "reason": "No shared concrete bug; optional post_init handling is unrelated to non-persistent buffer initialization." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Optional post_init policy change vs non-persistent buffer initialization bug." + "reason": "Model max length behavior and missing transformers.onnx are unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure is a different problem from resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA failure on Bamba is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor lookup issue vs missing fpn_position_embeddings attribute." + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute are different bugs." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are different bugs." + "reason": "EOS-token config mismatch is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIP hidden_states regression vs video-input regression in Qwen VL models." + "reason": "CLIPVision hidden_states regression and qwen video-input regression are different code paths." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Processor/tokenizer access regression does not match an eos_token_id configuration mismatch." + "reason": "LoRA/extended-vocab collapse and mm_token_type_ids defaults are distinct Gemma issues." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "LoRA/extended-vocab collapse on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Processor/tokenizer access regression is unrelated to eos_token_id configuration mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel execution failure vs large-model TP OOM are different distributed-training issues." + "reason": "3d_parallel execution failure and tensor-parallel OOM are not the same bug." }, { "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." + "reason": "OOM when loading a large Qwen model is unrelated to a key error loading MobileLLM-125M." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file/from_pretrained handling bug vs missing model_type in config.json." + "reason": "gguf_file breaks specific pretrained loaders; the other is an unrecognized-model/config issue." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic custom model initialization breakage vs config reload losing rotary_pct." + "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoXConfig rotary_pct not persisting." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Serve KV-cache indexing crash vs Gemma4Processor missing _tokenizer." + "reason": "Legacy preset loading for BEiT is not the same as loading the wrong custom module after save_pretrained." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Legacy-field preset loading issue vs wrong custom module after save/load." + "reason": "KV-cache continuation crash in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper's empty-transcription generation bug." + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Vision hidden_states regression vs missing load-balancing loss when router logits are off." + "reason": "Hidden_states regression in CLIPVision and missing load-balancing loss are different issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "GPU broadcast NoneType error and output embedding reinitialization in post_init are unrelated training/model-init bugs." }, { "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." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model/config problems." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale num_return_sequences warning and Whisper empty transcription failure are not the same change." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Trainer broadcast type error vs output embedding reinitialization after resizing token embeddings." + "reason": "Video-input regression in Qwen models and serve KV-cache tensor indexing crash are different code paths." } ] }, @@ -9461,15 +9467,17 @@ "cluster_id": "cluster-10000-404", "nodes": [ "issue:35141", + "issue:39692", "issue:41720", "issue:42490", - "issue:43065", + "issue:43295", "issue:43335", "issue:43388", "issue:43540", "issue:43550", "issue:43582", "issue:43644", + "issue:43650", "issue:43827", "issue:43906", "issue:43976", @@ -9478,24 +9486,23 @@ "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", "issue:44964", - "issue:44977", "issue:45127", "issue:45245", + "issue:45276", "issue:45290", "issue:45357", "issue:45362", @@ -9509,11 +9516,6 @@ "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", @@ -9531,209 +9533,228 @@ "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:43976|issue:44855", "issue:43540|issue:44734", - "issue:44112|issue:45600" + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:45276|issue:45584", + "issue:44496|issue:45803", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276" ], - "prepared_review_unit_hash": "136b0ebb3add57948a27f90fca47f916512d235e4548b52523ce0d0e9a447032", + "prepared_review_unit_hash": "8463946e37114c66f6e3db65840b0cb54e4752e417f5abac22763a69b29f481b", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35615, - "estimated_input_tokens": 8904, - "estimated_eval_tokens": 18064 + "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": "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.", + "summary": "This cluster is very heterogeneous: most items are unrelated bugs, docs regressions, CI failures, or environment-specific issues. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The most representative issue is the token-embedding resize/post_init bug, since it is a concrete code-path regression rather than a broad environment or documentation problem.", + "confidence": 0.74, + "canonical_issue_reason": "issue:35141 is the clearest, most self-contained code-path bug in the set: resizing token embeddings triggers unintended output-embedding reinitialization when `tie_word_embedding=False`.", "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_issue_reason": "issue:35141 is the best representative issue because it precisely describes a reproducible model-state bug and is more canonical than the more model-specific variants.", "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." + "reason": "Both involve multimodal chat/template behavior, but one is assistant-mask generation and the other is Qwen3.5-VL video position ids; different 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." + "reason": "One is docs still referencing removed `pipeline()`, the other is SigLIP2 model/pipeline inference misbehavior; unrelated fixes." }, { "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." + "reason": "Chunked generation inconsistency with compiled forward is a different code path from a stale warning about `num_return_sequences` in paged generate." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "The reproduction issue is not clearly the same as the tool-call assistant-message crash." + "reason": "A reproduction of an older issue is not the same as a crash in `apply_chat_template(tokenize=True)` for tool-call assistant messages." }, { "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." + "reason": "Non-persistent buffer junk in v5 and GPTNeoX `rotary_pct` not persisting are separate config/model-state 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." + "reason": "Local dataset loading in a training script and loading a specific multimodal model are unrelated failures." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert and the 2^24 category limit are unrelated errors." + "reason": "Auto device mapping CUDA assert and a categories-cardinality runtime error are clearly unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing/nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." + "reason": "Missing import from `image_utils` and a Qwen3.5 chat crash are different problems." }, { "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." + "reason": "A janus generation test failure and stale auto-mapping references to removed configs are different CI issues." }, { "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." + "reason": "Python 3.13 import/indentation failure and a flash-attention `AttributeError` are unrelated." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize reinit behavior is unrelated to the trailing-slash local-model import warning." + "reason": "Embedding resize/post_init reinit bug and a trailing-slash local-path import warning are unrelated." }, { "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." + "reason": "LoRA merging with extended vocab collapse and incorrect visual-encoder keys in `save_pretrained` are different model-save behaviors." }, { "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." + "reason": "Metric-gather label truncation and Apple Silicon allocator warmup `TypeError` are unrelated." }, { "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." + "reason": "CPU device placement in XLNet positional encoding and a bare-except bug in Fuyu tensor conversion are separate code paths." }, { "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." + "reason": "Tokenizer resolution ignoring `tokenizer.json` and forwarding `revision` in `list_repo_files` are different hub API issues." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to a Python 3.13 import parsing failure." + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 import parsing error are unrelated." }, { "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." + "reason": "Optional `post_init` handling in PatchTSTMixer and `ModelOutput` key assignment when a key was previously `None` are different bugs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 load failure and missing TensorFlow backend handling are unrelated." + "reason": "Python 3.14 load failure and the missing-TensorFlow backend warning are separate environment compatibility problems." }, { "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." + "reason": "Torch.compile/SDPA failure in Bamba and local dataset loading failure in a training script are unrelated." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and GPTNeoX reload defaults do not describe the same bug." + "reason": "Non-persistent buffer initialization junk and `GPTNeoXConfig.rotary_pct` not round-tripping are different state-persistence issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version support regression and Python 3.13 indentation/import parsing are not the same defect." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are different code paths." + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are separate multimodal/runtime bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI failures, but from different causes and in different subsystems." + "reason": "A stale GraniteSpeech CI test and stale auto-mapping references to removed configs are both CI-related, but not the same underlying failure." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder/non-informative issue and an `_torch_extract_fbank_features()` bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers layer-creation logic and dataset loading in a training script are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 token-embedding resize behavior and Whisper empty-transcription generation are different model behaviors." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type resolution failure and bare `except` swallowing errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors and a local dataset loading failure are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error and Whisper empty transcription generation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 and Gemma4 resize-token-embeddings behavior are different issues." } ] }, @@ -9760,7 +9781,6 @@ "issue:36246", "issue:38175", "issue:38617", - "issue:39692", "issue:41628", "issue:41950", "issue:42175", @@ -9768,20 +9788,22 @@ "issue:42907", "issue:43065", "issue:43295", - "issue:43335", + "issue:43299", "issue:43404", "issue:43441", "issue:43479", + "issue:43526", + "issue:43531", "issue:43643", - "issue:43650", "issue:43673", + "issue:43824", "issue:43854", + "issue:43901", "issue:43976", "issue:44016", "issue:44062", "issue:44112", "issue:44186", - "issue:44190", "issue:44220", "issue:44246", "issue:44279", @@ -9792,37 +9814,28 @@ "issue:44683", "issue:44734", "issue:44913", + "issue:44933", "issue:44964", "issue:44987", "issue:45003", + "issue:45042", "issue:45216", - "issue:45245", - "issue:45276", "issue:45335", "issue:45375", "issue:45446", - "issue:45584", "issue:45600", - "issue:45632", - "issue:45803" + "issue:45632" ], "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:44186|issue:44734", - "issue:38175|issue:43065", "issue:36246|issue:38617", + "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:44016|issue:44220", "issue:42175|issue:44279", + "issue:44016|issue:44220", "issue:44466|issue:44913", "issue:43404|issue:45216", "issue:44246|issue:45003", @@ -9836,223 +9849,216 @@ "issue:42907|issue:43441", "issue:43976|issue:44987", "issue:44016|issue:44062", + "issue:43295|issue:45335", "issue:43673|issue:44336", - "issue:43295|issue:45335" + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43299|issue:45216" ], - "prepared_review_unit_hash": "afc5d86923e82108837e42fcb27a548157858791217f99c2eb43d08987f38fc1", + "prepared_review_unit_hash": "c3a965f1937b8d1a7f91de596624856be6cea0e9d5af03eec0efbbb5f6e9687a", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37072, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "This cluster is very loose: the items mostly describe different Transformers regressions around imports, model loading, config handling, or serialization, but not the same underlying bug. I found no soft pairs that are safe to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44964 is the best representative of the cluster\u2019s broadest repeated theme: latest-transformers model-loading breakage. It is concrete, user-facing, and close in spirit to several other items about loading failures, while still remaining a distinct issue rather than a duplicate of them.", "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_issue_reason": "issue:44964 is the most representative issue for this cluster because it captures the common failure mode of model loading breaking in recent Transformers versions and has a clear, actionable report.", "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." + "reason": "Video-classification pipeline image-processor lookup is unrelated to a notebook syntax error." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Processor/tokenizer regression vs Gemma4 embedding resize behavior; different concrete code paths." + "reason": "Both concern config fields, but they affect different model configs and different missing-field behaviors." }, { "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." + "reason": "Both are import errors, but for different symbols and different modules; not the same bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crash vs server KV-cache continuation indexing crash; unrelated components." + "reason": "Tokenizer crashes on NER inputs is unrelated to serve KV-cache continuation indexing." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs a dummy Conv2d issue in Sam3PixelDecoder; different model families and symptoms." + "reason": "Different missing imports in different code paths; same broad area only." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Different missing symbols from different modules; similar import-error class, but not the same underlying fix." + "reason": "Unexpected probabilities in SigLIP2 is unrelated to a dummy Conv2d in Sam3PixelDecoder." }, { "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." + "reason": "Both touch flex_attention/version gating, but they describe different failures and likely different fixes." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction failure; no overlap in code path." + "reason": "Packaging/backend dependency issue is unrelated to a generic dependency issue report." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Specific pip extra/backend packaging issue vs generic dependency issue; too broad and not the same defect." + "reason": "Notebook syntax error and audio feature extraction issue are unrelated." }, { "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." + "reason": "lm_head serialization bug and GPTNeoX rotary_pct reload bug are different problems." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve weight serialization/tied weights, but they are different models and different regression mechanisms." + "reason": "Both involve saving/tied weights, but they affect different models and different save_pretrained regressions." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance regression vs unsafe sys.modules access; related area, but not the same bug." + "reason": "Slow import and unsafe sys.modules access may be related, but they are not the same concrete bug." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Server KV-cache continuation crash vs trust_remote_code cache-path collision; unrelated behaviors." + "reason": "Serve KV-cache continuation crash is unrelated to trust_remote_code cache-path collisions." }, { "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." + "reason": "Both involve trust_remote_code, but one is about removed API breaks and the other about cache-path collisions." }, { "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." + "reason": "Missing config fields with trust_remote_code is unrelated to unrecognized-model config loading." }, { "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." + "reason": "Trailing-slash import warning and leaf-directory cache collision are different path-handling bugs." }, { "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." + "reason": "Model load failure for Phi-4 multimodal and removed Sam3LiteText mapping references are different issues." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech vs user-facing Phi-4 multimodal load failure; unrelated." + "reason": "CI device-override test failure is unrelated to Phi-4 multimodal loading." }, { "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." + "reason": "Both are model-loading failures, but for different models and likely different root causes." }, { "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." + "reason": "Saving dequantized models and FlashAttention runtime failures are not the same bug." }, { "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." + "reason": "Python-version compatibility issue and model-loading failure are different regressions." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; completely different issues." + "reason": "Notebook syntax error is unrelated to AddedToken argument handling." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression vs ANSI codes in loading_report; unrelated functionality." + "reason": "Generation cache regression is unrelated to ANSI codes in loading_report." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings stale config references." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast reduce_labels bug and docs mismatch for return_all_scores are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend torchvision dependency are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Processor/tokenizer regression vs t5gemma embedding resize not propagating; different model APIs and failure modes." + "reason": "Missing Qwen2_5_VL export and nonexistent image_utils import are different import/export problems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 checkpoint save regression are distinct failures." } ] }, @@ -10076,25 +10082,27 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:33290", "issue:38175", "issue:39692", "issue:41950", "issue:43295", "issue:43299", "issue:43381", + "issue:43441", + "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", @@ -10104,9 +10112,7 @@ "issue:44617", "issue:44683", "issue:44779", - "issue:44933", "issue:45020", - "issue:45042", "issue:45081", "issue:45200", "issue:45216", @@ -10118,18 +10124,14 @@ "issue:45542", "issue:45584", "issue:45593", - "issue:45600", + "issue:45656", "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:45834", + "issue:45907" + ], + "soft_pairs": [ "issue:44075|issue:44368", "issue:45335|issue:45584", "issue:43976|issue:44279", @@ -10154,217 +10156,221 @@ "issue:43295|issue:44779", "issue:41950|issue:43650", "issue:44462|issue:45081", + "issue:45081|issue:45907", "issue:44297|issue:44462", - "issue:45081|issue:45907" + "issue:44016|issue:44291", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:43450|issue:44279" ], - "prepared_review_unit_hash": "feef4032c1f4a88bfd5add7997c5816e5bf1966c1d337b69f32bd06fbb0843a7", + "prepared_review_unit_hash": "05718889b2d748fd1ed3041a22f22e07148307a2a0807c4915cc708aaa916e0e", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36421, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36682, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "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.", + "summary": "This set is mostly a grab bag of unrelated bug reports across tokenizers, multimodal configs, pipelines, and regressions. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the strongest representative: it is a concrete, reproducible API bug with broad user impact and several inbound references, making it a better anchor than the more niche or one-off 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_issue_reason": "issue:44521 is a good global issue candidate because it describes a specific failure mode in a core helper, has clear reproduction value, and appears actively discussed.", "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." + "reason": "Different problems: SGD args ignored vs a tie_word_embeddings warning during Qwen fine-tuning." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different code paths: t5gemma embedding resize bug vs Whisper empty-transcription generation failure." + "reason": "Different components and failures: t5gemma resize_token_embeddings 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." + "reason": "Both mention version/dependency breakage, but one is a Python-version support issue and the other is a generic transformers 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." + "reason": "Both are training-loss related, but one is gradient checkpointing in eval mode and the other is missing auxiliary losses in D-FINE." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs-only TextClassificationPipeline issue vs model/config import error; not duplicate." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to model-loading config errors for OLMo-Hybrid." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same model family, but different concrete bugs: loading regression vs incorrect save_pretrained visual keys." + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect save_pretrained visual encoder 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." + "reason": "Unrecognized model/config loading error is different from from_config not unwrapping text_config." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Different multimodal bugs: assistant mask generation vs Qwen2.5-VL rope index scaling." + "reason": "Multimodal chat-template assistant masks are unrelated to Qwen2.5-VL rope/position_id scaling." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Unrelated release/support issues: Python compatibility vs unreleased PEFT minimum version." + "reason": "Python compatibility breakage is not the same as a bad MIN_PEFT_VERSION bump." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different training/config bugs: MoE load-balancing loss gating vs mm_token_type_ids defaulting." + "reason": "Load-balancing loss omission is a different bug from mm_token_type_ids default handling in Gemma 4." }, { "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." + "reason": "Importing HybridCache and many import errors after upgrade are too broad and not the same concrete failure." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Different subsystems: video-classification processor lookup vs remote_code model breakage." + "reason": "Video-classification processor lookup bug is not the same as 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." + "reason": "Different config initialization issues: multimodal defaults 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." + "reason": "Deepseek tokenizer regression and Granite tokenizer regression are separate model-specific tokenizer bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Unrelated: video-classification pipeline processor issue vs Gemma4 device-mapping mismatch." + "reason": "Pipeline selecting image processors is unrelated to Gemma4 PLE device placement during forward." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Different symptoms and components: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as Sam3Video CUDA OOM." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different areas: Blip2 dtype propagation vs Qwen3.5 save_pretrained serialization regression." + "reason": "Both involve model saving/loading state, but Blip2 dtype propagation and Qwen3.5 checkpoint serialization are different bugs." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Unrelated: torch>=2.9 flex_attention compile failure vs tensorboard/TensorFlow backend dependency error." + "reason": "flex_attention on torch>=2.9 and tensorboard-only TF backend errors are unrelated dependency/runtime issues." }, { "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." + "reason": "SigLIP2 doc example errors are not the same as a TextClassificationPipeline 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." + "reason": "Qwen3VL loading regression is unrelated to GLM-4.7-Flash unit-test loading issues." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs an unreleased minimum PEFT version bump; not the same bug." + "reason": "Generic dependency issue and MIN_PEFT_VERSION bump are different problems." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions: processor.tokenizer API break vs incorrect Deepseek tokenization." + "reason": "processor.tokenizer regression in v4.57.5 is not the same as Deepseek tokenizer output changing in v5." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video processor/image-processor mismatch is unrelated to the vague 'ADD THE DATA' report." }, { "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." + "reason": "AutoTokenizer ignoring tokenizer.json is different from Mistral regex patch crashing on backend_tokenizer." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files not forwarding revision are unrelated utility bugs." }, { "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." + "reason": "Tokenizer_class mismatch on save_pretrained is not the same as AutoTokenizer ignoring repository tokenizer.json." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading TypeError." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor in deepspeed is not the same as optimizer.step being called twice with deepspeed." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Completely different failures: tokenizer regex patch crash vs list_repo_files not forwarding revision." + "reason": "Batched video processor shape bug is unrelated to a generic transformers dependency issue." } ] }, @@ -10388,7 +10394,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:33290", + "issue:41628", "issue:42175", "issue:42994", "issue:43065", @@ -10397,6 +10403,8 @@ "issue:43317", "issue:43441", "issue:43450", + "issue:43525", + "issue:43643", "issue:43650", "issue:43653", "issue:43673", @@ -10404,6 +10412,7 @@ "issue:43761", "issue:43784", "issue:43824", + "issue:43881", "issue:43901", "issue:43976", "issue:43994", @@ -10412,13 +10421,12 @@ "issue:44188", "issue:44261", "issue:44263", - "issue:44279", - "issue:44291", "issue:44297", "issue:44336", "issue:44361", "issue:44466", "issue:44521", + "issue:44617", "issue:44623", "issue:44671", "issue:44683", @@ -10432,20 +10440,14 @@ "issue:45542", "issue:45593", "issue:45600", - "issue:45656", "issue:45712", - "issue:45823", - "issue:45834" + "issue:45823" ], "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:42994|issue:43317", "issue:44261|issue:44263", "issue:44623|issue:45397", "issue:43650|issue:45290", @@ -10457,212 +10459,216 @@ "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:44361|issue:45593", "issue:43901|issue:43994", + "issue:43784|issue:45542", "issue:44987|issue:45542", "issue:43122|issue:43650", "issue:44297|issue:45397", "issue:43824|issue:43976", - "issue:44188|issue:44336" + "issue:44188|issue:44336", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:41628|issue:43976" ], - "prepared_review_unit_hash": "ac0c2adc52761eade67285d7a2ae72365676ab3582b041e2bcbf4750f8b00610", + "prepared_review_unit_hash": "41ba304ba3d4b779096d83f940241799f0a4d98156829e913632467711f7a70a", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35994, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, processor/chat-template, model-loading, quantization, attention, docs, and packaging regressions. I don\u2019t see any pair that looks like the same underlying bug/change, so all soft-edge links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "There isn\u2019t a true canonical duplicate here; if one issue must anchor the cluster, issue 44521 is the best representative because it is open, has the most discussion/inbound references, and is a concrete user-facing chat_template regression.", "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_issue_reason": "Issue 44521 is the strongest standalone issue in the set: active, well-discussed, and clearly actionable. It is not a duplicate of the others, but it is the best representative bug report in this mixed cluster.", "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." + "reason": "Both mention dead/removed model plumbing, but one is auto_mappings cleanup for Sam3LiteText and the other is leftover dummy classes leaking into dir(transformers); different code paths." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver resize/interpolation failure are different model implementation issues." + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver non-default resolution failure; not the same bug." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Saving quantized models and loading dequantized models with device_map/offload are related to quantization but not the same concrete defect." + "reason": "Both touch Gemma4 weight behavior, but one is serialization of tied lm_head weights and the other is resize_token_embeddings not updating per-layer embeddings/output embeddings; different fixes." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Serialization inconsistency of tied weights vs. gemma4 resize_token_embeddings not propagating; distinct behaviors and fixes." + "reason": "Quantized model saving failure and dequantized-model loading with gpu+cpu offload are distinct lifecycle problems." }, { "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." + "reason": "MLA q_a_layernorm eps precision issue and GlmMoeDsaIndexer torch.split return values are unrelated model internals." }, { "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." + "reason": "Processor.save_pretrained missing files is a serialization bug; gemma-4 zero3 from_pretrained is a loading/offload bug." }, { "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." + "reason": "Generic data request versus apply_chat_template crashing on tool-call assistant messages; no shared underlying defect." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor files and slower filtering after upgrade are unrelated." + "reason": "Missing files on processor.save_pretrained and tokenizer slowdown 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." + "reason": "Both involve attention kernels, but one is a model-specific FlashAttention regression and the other is a torch>=2.9 compiled flex_attention failure; not mergeable as one PR." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug vs. D-FINE auxiliary-loss behavior; no shared underlying change." + "reason": "Tokenizer special-token registration and D-FINE auxiliary loss behavior are completely different bugs." }, { "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." + "reason": "Both concern apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_masks being all zero; distinct symptoms and fixes." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache regression vs. CLIPVision hidden_states output regression; separate model/runtime paths." + "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different regression paths." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue and ESM2 workflow breakage are not the same failure." + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model/loading issues." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are not the same bug." }, { "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." + "reason": "Missing TensorFlow backend in a pip extra install and a Python version compatibility problem are different environment/package issues." }, { "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." + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer regression are model-specific and unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Import-time `nn` NameError in sentence-transformers integration vs. undefined tf backend when only tensorboard is installed; different missing-import problems." + "reason": "MLukeTokenizer AttributeError on tasks and D-FINE auxiliary-loss behavior have no shared code path." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for `return_all_scores` vs. nonsensical SigLIP2 model/pipeline outputs; unrelated." + "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 model outputs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError from sentence-transformers and missing TensorFlow backend with tensorboard are different dependency/import failures." }, { "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." + "reason": "Loading physical-intelligence/fast failing under transformers>=5.1.0 is unrelated to tensorboard being installed without TensorFlow." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior regression vs. placeholder/invalid issue; no relation." + "reason": "Tokenizer behavior changed across versions versus an unrelated data request; no duplicate relationship." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch vs. deepspeed zero3 loading problem; different lifecycle stages and causes." + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and gemma-4 zero3 from_pretrained failure are different serialization/loading bugs." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL class export vs. Python version incompatibility; unrelated." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Python support regression are 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." + "reason": "torch.compile attention branching and ANSI codes in loading_report are entirely separate." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shape and Sam3Video CUDA OOM are different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure both concern model loading, but the concrete missing field/model path differs." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "pad_token_id missing in Llama4Config and missing fields when trust_remote_code=True are similar in spirit but not the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version incompatibility in v5.1.0 are distinct issues." } ] }, @@ -10687,23 +10693,19 @@ "cluster_id": "cluster-10000-404", "nodes": [ "issue:36246", - "issue:41628", "issue:41950", "issue:42491", "issue:42757", + "issue:42886", "issue:43232", + "issue:43262", "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", @@ -10716,32 +10718,31 @@ "issue:44496", "issue:44561", "issue:44589", - "issue:44617", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", + "issue:44987", "issue:45003", "issue:45200", + "issue:45229", "issue:45250", "issue:45292", "issue:45362", "issue:45375", "issue:45397", + "issue:45459", "issue:45561", "issue:45563", "issue:45584", "issue:45593", - "issue:45701" + "issue:45701", + "issue:45759" ], "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:44589|issue:45362", "issue:44336|issue:44373", "issue:45561|issue:45563", "issue:42491|issue:43299", @@ -10750,9 +10751,9 @@ "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:44336|issue:44485", + "issue:43352|issue:45250", "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:45003|issue:45561", @@ -10762,240 +10763,244 @@ "issue:44295|issue:44749", "issue:44162|issue:45200", "issue:36246|issue:43596", - "issue:44877|issue:45375", "issue:44779|issue:45292", + "issue:44877|issue:45375", "issue:45292|issue:45584", "issue:43901|issue:45003", "issue:45292|issue:45701", "issue:43232|issue:44336", - "issue:44496|issue:45003" + "issue:44496|issue:45003", + "issue:44987|issue:45459", + "issue:45375|issue:45759", + "issue:42886|issue:45229", + "issue:43262|issue:44246" ], - "prepared_review_unit_hash": "9656c5be0f013e9b90fc9e604cfff1f0f73a5692345139ec4ab7b86759a7217c", + "prepared_review_unit_hash": "5b8e2fd512d1b00341f5b77ebcfa0b16473bd94631e441fd168ddcdeca1cd8fa", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37168, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "serialized_chars": 36776, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "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.", + "summary": "This is a loose thematic cluster of mostly unrelated Transformers regression reports. A few pairs share broad motifs like v5 compatibility, config loading, or import errors, but they do not describe the same concrete bug/change path closely enough to merge as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "No exact canonical duplicate stands out; issue 44561 is the best representative because it captures the broadest v5 compatibility regression theme that overlaps with several other reports in this cluster.", "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_issue_reason": "Issue 44561 is the most central and reusable summary of the cluster\u2019s recurring \u2018v5 breaks existing usage\u2019 theme, even though most items are not true duplicates.", "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", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "An import error for AutoImageProcessor is unrelated to a Python version compatibility failure in Transformers 5.1.0." + "reason": "Docs/behavior mismatch for text classification vs intermittent import slowness; different subsystems and failure modes." }, { "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." + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; unrelated code paths and symptoms." }, { "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." + "reason": "ANSI code leakage in loading report vs wrong position_ids docstring; one is runtime output, the other documentation." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are unrelated test/runtime issues." + "reason": "pytest-xdist race in testing utils vs stale generate warning for num_return_sequences; different bugs." }, { "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." + "reason": "Both involve Qwen MoE/version changes, but one is LoRA compatibility on hf4.x vs hf5.x and the other is loading Qwen3VL MoE models; not the same concrete bug." }, { "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." + "reason": "Both touch loss terms, but one is router/load-balancing loss and the other is denoising auxiliary losses; different mechanisms and model logic." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to a deepspeed zero3 from_pretrained crash." + "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained loading; unrelated code paths." }, { "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." + "reason": "Video-classification processor lookup vs _torch_extract_fbank_features(); different pipelines and media types." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness and an unrecognized model_type config failure are different classes of issues." + "reason": "Import performance issue vs unrecognized model/config loading error; not the same bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both involve Qwen models, but sliding_window behavior and chat crashes are distinct code paths." + "reason": "Both mention Qwen, but sliding_window behavior and chat crashes are different problems." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "A model-specific Flash Attention 2 support error is not the same as the generic Flash Attention 2.0 topic." + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated components." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output cleanup and GLM-5 RoPE implementation are unrelated." + "reason": "Terminal color codes in loading_report vs GLM-5 RoPE implementation discussion; no shared failure path." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access in modeling_utils are unrelated bugs." + "reason": "Model-specific Flash Attention unsupported error vs a generic Flash Attention 2.0 topic; not the same concrete issue." }, { "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." + "reason": "Different import errors from different modules and symbols." }, { "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." + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated." + "reason": "Unsafe sys.modules access vs captured_info.txt race; unrelated code paths." }, { "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." + "reason": "Chunked prefill cache handling vs removal of is_torch_fx_available; both v5 regressions but not the same bug." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance and eos_token_id config inconsistency are unrelated." + "reason": "Import slowness vs Gemma eos_token_id mismatch; 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." + "reason": "Missing auxiliary loss vs AMP crash in LwDetrImageLoss; different model logic." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A position_ids buffer read error and a tokenizer slowdown after upgrade are different problems." + "reason": "Buffer access error vs slow data filtering after upgrade; no common code path." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type-id behavior are entirely different model-specific issues." + "reason": "ESM2 breakage vs Gemma-4 mm_token_type_ids defaulting; different models and symptoms." }, { "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." + "reason": "ImportError for Qwen2_5_VLImageProcessor vs deepspeed/BertModel IndexError; unrelated." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44779", + "right": "issue:45292", "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." + "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings; both tokenization-related but not the same defect." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer correctness in v5 and resize_token_embeddings not updating output embeddings are unrelated." + "reason": "Both involve config strictness, but one is config rejection for granite_speech and the other is silent field dropping in Qwen3.5MoeVisionConfig; not mergeable as one fix." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation are different code paths." + "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; different behaviors." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated." + "reason": "Pipeline docs/behavior issue vs sys.modules access bug; no overlap." }, { "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." + "reason": "Embedding resize/output mismatch vs version-dependent tokenization changes; different underlying issues." }, { "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." + "reason": "Generation kwargs/cache state issue vs ANSI code emission in loading report; unrelated." }, { "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." + "reason": "Model config recognition failure vs unsafe sys.modules access; different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Transformers>=5.1 loading regression for a specific model vs tokenizer error masking when protobuf is missing; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict config field in composite multimodal config vs AutoModelForCausalLM.from_config not unwrapping text_config; both config-related but different code paths." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache/tokenizer loading bug vs multi-GPU OOM; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs import slowness; different areas entirely." } ] }, @@ -11021,24 +11026,25 @@ "nodes": [ "issue:28282", "issue:30990", - "issue:42886", + "issue:41628", + "issue:42371", "issue:42994", "issue:43065", "issue:43232", "issue:43257", - "issue:43262", "issue:43408", "issue:43475", "issue:43482", "issue:43540", + "issue:43643", "issue:43646", "issue:43653", "issue:43673", "issue:43931", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", - "issue:44246", "issue:44297", "issue:44361", "issue:44368", @@ -11049,31 +11055,25 @@ "issue:44869", "issue:44933", "issue:44977", - "issue:44987", "issue:44995", + "issue:45092", "issue:45137", "issue:45200", - "issue:45229", "issue:45230", "issue:45278", "issue:45310", "issue:45335", "issue:45356", - "issue:45375", + "issue:45381", "issue:45397", "issue:45459", "issue:45563", "issue:45588", "issue:45600", - "issue:45656", - "issue:45759" + "issue:45656" ], "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", @@ -11099,222 +11099,233 @@ "issue:44749|issue:45310", "issue:42994|issue:43482", "issue:45230|issue:45397", - "issue:28282|issue:30990" + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "90fdbe75da7cb0dcf913d411fe07358289e39d6680fd921f3e0ae1dd098db5d4", + "prepared_review_unit_hash": "7078dadc5845133d8cc18708d4233c4acbca9a377ee7d7c2d88f904c2eabb73e", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36869, - "estimated_input_tokens": 9218, - "estimated_eval_tokens": 18692 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "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.", + "summary": "This cluster is mostly a loose bundle of Transformers v5-era regressions and model-specific bugs, not a set of true duplicates. The only strong commonality is broad breakage after upgrades, but the individual issues target different models, code paths, and symptoms.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the most umbrella-like report: it broadly describes upgrade-induced breakage, while most other items are narrower model-specific or subsystem-specific failures.", "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_issue_reason": "Issue 45278 is the best single representative for the cluster because it is the broadest user-facing regression report, but it should be treated as a representative rather than a duplicate of the others.", "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." + "reason": "Different SAM3 problems: dummy Conv2d in the pixel decoder vs a model-type mismatch warning." }, { "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." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque 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." + "reason": "Unrelated model bugs: stale GlmMoeDsa indexer cache vs Gemma 4 missing mm_token_type_ids defaults." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different multimodal model bugs: missing output attribute vs video input processing ValueError." + "reason": "Different code paths and models: SAM3 video encoder attribute error vs Qwen3OmniMoe video-input processing failure." }, { "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." + "reason": "Tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init validation." }, { "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." + "reason": "Both mention DeepSpeed, but one is a from_pretrained failure and the other is an optimizer double-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." + "reason": "Different tied-weights/embedding issues affecting different serialization and resize paths." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBird tokenizer special-token decode bug and ESM2 breakage are not the same underlying problem." + "reason": "BigBirdTokenizer special-token registration is unrelated to the ESM2 breakage." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second forward-pass cache corruption and flash_attention crashing on s_aux=None are unrelated." + "reason": "Different failures: GlmMoeDsa cache staleness vs flash_attention crashing on sink-less models." }, { "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." + "reason": "A tied-embeddings warning is not the same as a Qwen3.5 flash-attention generation bug." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A stale warning about tied embeddings is unrelated to paged generate num_return_sequences handling." + "reason": "Different symptoms: tied-weights warning vs stale paged-generate num_return_sequences warning." }, { "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." + "reason": "Both touch generation caching, but one is chunked_prefill cache metadata and the other is server KV-cache indexing." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Deepspeed ZeRO3 deque failure and broken auto_mappings references are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to removed Sam3LiteText config references in auto_mappings." }, { "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." + "reason": "Weight-shape mismatch for Qwen3-VL-30B is unrelated to the Qwen3.5 tied-embeddings warning." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing image_utils import and protobuf-related tokenizer exception masking are unrelated." + "reason": "Different import-layer issues: missing image_utils import vs tokenizer error handling when protobuf is absent." }, { "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." + "reason": "Whisper timestamp decode crash is unrelated to the Kimi-K2.5 tokenizer regression." }, { "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." + "reason": "Both involve save_pretrained, but one is tokenizer_config 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." + "reason": "Both are generation internals, but one is sync_gpus kwargs handling and the other is missing cache in chunked_prefill." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and post-upgrade data-filter slowdown are unrelated." + "reason": "MLukeTokenizer task AttributeError is unrelated to the performance regression after upgrading to v5.3.0." }, { "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." + "reason": "Custom model initialization breakage is not the same as the ESM2-specific failure." }, { "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." + "reason": "Generation cache/chunked_prefill bug is a different code path from generic import errors after upgrade." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and double optimizer-step behavior are unrelated." + "reason": "Missing processor save files is unrelated to DeepSpeed optimizer stepping twice." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrading and a duplicated optimizer step are different problems." + "reason": "Performance slowdown after upgrade is not the same bug as double optimizer stepping." }, { "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." + "reason": "The Chinese filtering slowdown and Qwen3.5 Moe from_pretrained error are different regressions." }, { "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." + "reason": "Quantized model saving failure is unrelated to GGUF loading failure." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report is too vague to match the specific Gemma4 zero3 from_pretrained issue." + "reason": "Generic bug report is not the same as the Gemma-4 ZeRO3 from_pretrained issue." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated." + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging during load are different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 breakage is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to old InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different video bugs: missing fpn_position_embeddings vs wrong vision_position_ids." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 Video attribute error is unrelated to trust_remote_code missing fields in AutoConfig." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols/modules and different code paths." } ] }, @@ -11338,11 +11349,12 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:30990", + "issue:35141", "issue:36010", "issue:41628", "issue:42175", "issue:42222", - "issue:42371", "issue:42673", "issue:42831", "issue:42898", @@ -11354,16 +11366,18 @@ "issue:43504", "issue:43525", "issue:43526", - "issue:43643", "issue:43673", "issue:43704", - "issue:43824", "issue:43873", + "issue:43976", "issue:44038", + "issue:44079", + "issue:44164", "issue:44188", "issue:44222", "issue:44242", "issue:44351", + "issue:44373", "issue:44496", "issue:44568", "issue:44623", @@ -11374,24 +11388,17 @@ "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", @@ -11403,249 +11410,254 @@ "issue:41628|issue:44351", "issue:42831|issue:44222", "issue:44945|issue:45753", - "issue:43673|issue:44188", "issue:44222|issue:45310", + "issue:43673|issue:44188", "issue:36010|issue:41628", - "issue:42994|issue:43824", - "issue:43232|issue:44792", + "issue:42994|issue:44164", "issue:42175|issue:45712", + "issue:43232|issue:44792", "issue:44038|issue:45310", "issue:42222|issue:45200", "issue:43377|issue:44242", - "issue:44496|issue:45561", "issue:43526|issue:45561", + "issue:44496|issue:45561", "issue:43504|issue:45561", "issue:44964|issue:45137", "issue:42175|issue:44933", "issue:42898|issue:44568", - "issue:43479|issue:44869" + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:44188|issue:44373" ], - "prepared_review_unit_hash": "1cd38e920de5988fbd6b5ef63fbc5cf6c5a9d81dde051cbc5bc2d97603848306", + "prepared_review_unit_hash": "a3826f3cf1b7a285fef8cf72b8af1e0f1cca3836bde90a01003985bff1615e66", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36652, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "serialized_chars": 37105, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "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.", + "summary": "Most pairs are only superficially similar (same subsystem or model family) and should stay separate. I found two true duplicate pairs: the identical Qwen3ForCausalLM VRAM leak reports, and the identical Qwen3.5 MoE from_pretrained error reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue candidate: it has the richer discussion/inbound references, and issue:43704 appears to be the same VRAM-leak bug with less context.", "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_issue_reason": "issue:42673 is the best representative issue overall because it is an exact duplicate target with the most supporting activity among the accepted duplicate pairs.", "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." + "reason": "Different bugs: Mistral tokenizer regex crash vs auto-docstring annotation crash." }, { "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." + "reason": "Different code paths: SAM3 vision output attribute error 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." + "reason": "Both are model-loading/saving related, but one is quantized model saving and the other is a Llama4 config attribute bug." }, { "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." + "accept": false, + "reason": "Same model family, but different concrete failures: missing config field vs generic from_pretrained error." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs sync_gpus handling and torch.compile attention-kernel branching are different code paths." + "reason": "Unrelated generation bookkeeping bug vs attention-kernel divergence under torch.compile." }, { "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." + "reason": "Related Qwen3.5/MoE area, but one is a from_pretrained regression and the other is a vision-config field being dropped." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Offloading/quantization behavior and pipeline-parallel output correctness are not the same bug." + "reason": "Different problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads." + "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak 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." + "reason": "Both are import errors, but for different missing symbols and different underlying fixes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained_moe are distinct issues." + "reason": "Different failures: FineGrainedFP8 accuracy issue vs FP8 save_pretrained/moe serialization issue." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and Qwen3_5 image infinite loop are separate model/runtime problems." + "reason": "Different concrete bugs: pipeline-parallel output corruption vs a specific Qwen3_5 infinite-loop image case." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Generation cache missing in chunked_prefill and attention-kernel divergence under torch.compile are unrelated." + "reason": "Different issues: FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained regression." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Saving FP8 MoE checkpoints and a Qwen3.5 MoE from_pretrained failure are different operations and different failure modes." + "reason": "GenerationMixin cache/chunked_prefill issue is unrelated to attention-kernel branching under torch.compile." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports (`GenerationMixin` vs `AutoImageProcessor`) and likely different export paths." + "reason": "Different import failures: GenerationMixin import vs AutoImageProcessor import." }, { "left": "issue:42994", - "right": "issue:43824", + "right": "issue:44164", "accept": false, - "reason": "Quantized model saving and missing `Qwen2_5_VLForConditionalGeneration` import are unrelated." + "reason": "Both touch persistence, but one is quantized-model saving and the other is extra_state handling in save/from_pretrained." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Generation kwargs update bug and janus image-generation test failure do not match." + "reason": "Different scopes: missing TensorFlow backend in extras install vs leftover dummy classes leaking into dir(transformers)." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43232", + "right": "issue:44792", "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." + "reason": "Generation kwargs after sync_gpus and a janus image-generation test failure are different bugs." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different model families and different reported failures; too broad to treat as one bug." + "reason": "Same broader Qwen3/MoE area, but different model variants and failure modes; not the same concrete bug." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "Different model/config issues: broken vitpose models vs mm_token_type_ids defaulting for Gemma 4." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask inconsistency and MoE load-balancing loss omission are different training/inference bugs." + "reason": "Different functionality: MIMI padding-mask inconsistency vs load-balancing loss routing behavior." }, { - "left": "issue:44496", + "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Model config resolution and pytest-xdist file race are unrelated." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs xdist file-write race." }, { - "left": "issue:43526", + "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and xdist captured_info.txt race are unrelated." + "reason": "Different bugs: unrecognized model/config loading vs xdist captured_info.txt race." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy-field model loading bug and test-utils file race are different problems." + "reason": "Different bugs: Beit pretrained preset legacy field vs xdist race condition." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Different failures: Phi-4 multimodal load regression vs DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging extra/dependency issue vs missing import from image_utils; not the same underlying bug." + "reason": "Different issues: missing TensorFlow backend in extra install vs nonexistent image_utils import." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different bugs: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Completely different areas: Sentence Transformers loading stall vs resizing token embeddings reinit." + }, + { + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and code paths." + "reason": "Python-version compatibility issue is unrelated to an image_utils import regression." }, { "left": "issue:43479", - "right": "issue:44869", + "right": "issue:44079", + "accept": false, + "reason": "Different issues: multimodal config defaulting vs ModelOutput key assignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Config default initialization and Whisper timestamp decode crash are unrelated." + "reason": "Different bugs: processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence is unrelated to a docstring typo." } ] }, "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." + "feedback": "The summary is grounded in the packet: the two accepted duplicate pairs are supported by identical or near-identical titles, and the conservative false verdicts are consistent with the issue descriptions. The canonical choice for issue:42673 is also supported by its higher discussion activity versus issue:43704." }, "evaluator_used": true, "retried": false, @@ -11669,7 +11681,6 @@ "issue:22355", "issue:28282", "issue:30333", - "issue:30990", "issue:33290", "issue:34689", "issue:35141", @@ -11679,6 +11690,7 @@ "issue:42831", "issue:42898", "issue:43116", + "issue:43232", "issue:43278", "issue:43479", "issue:43644", @@ -11686,18 +11698,17 @@ "issue:43784", "issue:43824", "issue:43874", - "issue:43976", "issue:44060", - "issue:44079", - "issue:44188", "issue:44190", "issue:44206", "issue:44222", + "issue:44263", "issue:44295", "issue:44297", "issue:44373", "issue:44448", "issue:44484", + "issue:44485", "issue:44568", "issue:44623", "issue:44734", @@ -11713,27 +11724,23 @@ "issue:45405", "issue:45656", "issue:45712", - "issue:45812" + "issue:45812", + "issue:45834" ], "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:43874|issue:45092", "issue:44060|issue:45125", "issue:42898|issue:44779", "issue:45405|issue:45712", - "issue:44295|issue:45656", "issue:42898|issue:44448", + "issue:44295|issue:45656", "issue:44933|issue:45712", "issue:44222|issue:44297", "issue:44297|issue:45656", @@ -11742,246 +11749,245 @@ "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:44206|issue:45103", - "issue:41628|issue:42757", "issue:30333|issue:36331", + "issue:41628|issue:42757", "issue:22355|issue:28282", "issue:44297|issue:45310", "issue:30333|issue:34689", "issue:44222|issue:44484", - "issue:43723|issue:44977" + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44263|issue:45092", + "issue:44373|issue:44485" ], - "prepared_review_unit_hash": "1060cde2f07b9434bffb95d3c538c175b84257f47dcced168db4361d1be23246", + "prepared_review_unit_hash": "da496fd19da73b47d23206553aa9aabab844f244f7a18a939e3d990668d3391f", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37586, - "estimated_input_tokens": 9397, - "estimated_eval_tokens": 19050 + "serialized_chars": 37515, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 }, "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.", + "summary": "The set is mostly a loose collection of unrelated Transformers bugs/import regressions rather than one duplicate cluster. None of the soft pairs look like the same underlying issue; the strongest standalone issue is the open Granite tokenizer regression.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45812 is the clearest high-impact, actively open regression with broad user impact and multiple inbound references; if one issue must represent this set, it is the most actionable choice.", "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_issue_reason": "issue:45812 has the strongest combination of severity, concrete regression description, and ongoing relevance.", "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." + "reason": "Both are import errors, but they affect different symbols, different packages, and different root causes." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "One is an embedding dtype regression; the other is a DeepSpeed ZeRO3 deque IndexError. Not the same bug." }, { "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." + "reason": "Both involve tokenizer behavior changes, but one is about clean_up_tokenization_spaces semantics and the other is a Granite token ID regression." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving/KV-cache tensor indexing crash is unrelated to auto_docstring failing under postponed annotations." + "reason": "Serving KV-cache continuation crash vs auto-docstring annotation handling crash; unrelated code paths." }, { "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." + "reason": "MLflow reporting on failed training is unrelated to Adafactor/DeepSpeed OOM." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and add_special_tokens behavior regression are different concrete bugs." + "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and different models." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and mechanisms." + "reason": "Different tokenizer regressions with different failure modes; not one concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method vs remote-code meta-init incompatibility are different issues." }, { "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." + "reason": "Tied-weights warning bug vs missing tensor-parallel plan for a different model." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "General v5 tokenization cleanup changes are not the same as Deepseek-specific incorrect tokenization results." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A dependency version bump and leftover dummy classes leaking into dir(transformers) are unrelated." + "reason": "PEFT version pinning and leftover dummy classes are unrelated repository issues." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Position_ids buffer access and optimizer stepping twice under DeepSpeed are different runtime bugs." + "reason": "Pegasus v4/v5 output difference is broader and not the same concrete clean_up_tokenization_spaces bug." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Different model outputs between v4 and v5 do not match the clean_up_tokenization_spaces regression specifically." + "reason": "Position_ids buffer access error vs optimizer stepping twice under DeepSpeed are unrelated." }, { "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." + "reason": "Missing image_utils import and dummy class leakage are different maintenance problems." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_config class mismatch involve different save artifacts." + "reason": "FP8 save_pretrained on MoE vs tokenizer_class metadata mismatch in save_pretrained are different serialization bugs." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch has nothing to do with DeepSpeed optimizer stepping." + "reason": "Tokenizer save metadata mismatch is unrelated to the DeepSpeed optimizer-step issue." }, { "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." + "reason": "Example script returning empty results vs local dataset loading failure are different example-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." + "reason": "Multimodal config default initialization and non-persistent buffer corruption are unrelated." }, { "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." + "reason": "MoE FP8 save_pretrained bug vs processor.save_pretrained missing files are different save-path problems." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to processor serialization problems." + "reason": "FineGrainedFP8 accuracy regression is unrelated to processor serialization missing files." }, { "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", + "right": "issue:45103", "accept": false, - "reason": "These are different import errors from different packages and symbols." + "reason": "Feature-extractor argument crash and auto-docstring annotation crash do not share the same code path." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "MLflow logging on failure and custom trainer compute_loss signature breakage are unrelated training issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different APIs; same broad symptom, different root cause." }, { "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." + "reason": "Transformers.onnx import missing and AutoModel requiring PyTorch are unrelated dependency/import issues." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer metadata saved incorrectly and Qwen3.5 MoE load failure are unrelated save/load bugs." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same bug." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job status reporting and Llama 3.2 Vision model loading regression are unrelated." + "reason": "Training-job MLflow reporting and Llama 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." + "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size question." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Missing import from image_utils and dummy class cleanup are separate repository hygiene issues." + "reason": "Generation kwargs update bug and Kosmos2.5 long-OCR index error are different failure modes." }, { "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." + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel missing PyTorch and MLflow reporting on failed training are unrelated import/training issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLflow reporting and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value handling in GLM MoE indexer is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording issue vs GLM-5 RoPE implementation bug are not the same problem." } ] }, @@ -12005,13 +12011,13 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:28282", - "issue:30333", + "issue:22355", + "issue:28218", "issue:30990", - "issue:35141", "issue:38175", "issue:39401", "issue:41628", + "issue:42371", "issue:42757", "issue:42831", "issue:42886", @@ -12027,6 +12033,7 @@ "issue:43824", "issue:44038", "issue:44060", + "issue:44117", "issue:44261", "issue:44263", "issue:44295", @@ -12034,11 +12041,11 @@ "issue:44373", "issue:44442", "issue:44483", - "issue:44485", "issue:44514", "issue:44521", "issue:44568", "issue:44623", + "issue:44704", "issue:44829", "issue:44871", "issue:44913", @@ -12051,249 +12058,234 @@ "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:44295|issue:44623", "issue:44483|issue:45406", "issue:44514|issue:45103", - "issue:44261|issue:45092", "issue:45092|issue:45357", + "issue:44261|issue:45092", "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: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:42757|issue:45278", "issue:43232|issue:45593", "issue:43756|issue:44060", "issue:42831|issue:45753", "issue:43576|issue:43784", "issue:42886|issue:43066", - "issue:43122|issue:44521" + "issue:43122|issue:44521", + "issue:22355|issue:28218", + "issue:42371|issue:44263", + "issue:44117|issue:44704" ], - "prepared_review_unit_hash": "623ee1e7207571d85099340f77055634ee699ef8edb73b46051bf31a8f45ea6c", + "prepared_review_unit_hash": "ac7203e54d8ac415dec276671011387e0eccf96ec184cfa9d5e1a7d22d7b00fd", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36474, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "soft_pair_count": 28, + "serialized_chars": 35788, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 }, "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.", + "summary": "Mostly heterogeneous issue cluster with only a loose tokenizer-loading/v5 theme. I would anchor on the broad AutoTokenizer.from_pretrained v5 loading regression, but the proposed soft pairs are not duplicates of the same concrete bug/change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in v5, which best matches the cluster\u2019s strongest recurring theme.", "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_issue_reason": "issue:43723 is the best issue representative because it captures the most general user-facing failure mode in this set: tokenizer loading breaks in Transformers v5.", "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", + "right": "issue:44360", "accept": false, - "reason": "A docstring mismatch for position_ids is not the same bug as GLM-5 RoPE implementation." + "reason": "Both mention DSA/indexer code, but one is about torch.split return handling and the other about a missing ReLU; different bugs." }, { "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." + "reason": "One is about position_ids buffer access, the other about processor.save_pretrained omitting files; unrelated code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "v1/chat/completions request validation and Gemma4Processor missing _tokenizer are unrelated." + "reason": "Both are runtime crashes, but one is a chat-completions request rejection and the other is a Gemma4Processor attribute error; not the same bug." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring AttributeError are separate issues." + "reason": "Different subsystems and failure modes: batched apply_chat_template padding behavior vs auto_docstring annotations handling." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "MLA q_a_layernorm precision drift is unrelated to old InternVL2 remote-code meta initialization." + "reason": "Both involve multimodal models, but one is meta-init incompatibility for old InternVL2 checkpoints and the other is incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different bugs." + "reason": "Different issues: MLA layernorm epsilon precision error vs remote-code checkpoint meta-initialization incompatibility." }, { "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." + "reason": "Both are tokenizer-related, but one is a generic from_pretrained loading failure and the other is eos_token_id configuration inconsistency." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizers, but they affect different models and likely different loading paths." + "reason": "Different underlying causes and models; both are tokenizer load problems in v5, but not the same concrete bug." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers getting stuck loading is not the same as SIGLIP2 zero probabilities." + "reason": "Unrelated topics: Sentence Transformers loading hang vs SigLIP2 zero-probability inference." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention-3 degenerate training and NaNs on checkout/init are different training pathologies." + "reason": "Different training pathologies: flash_attention_3 degeneration vs NaNs on checkpoint/init." }, { "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." + "reason": "Generic tokenizer load regression vs AutoTokenizer failing on a specific FastSpeech2Conformer tokenizer; not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/models; too broad to dedupe." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are distinct problems." + "reason": "Different bugs: FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error." }, { "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." + "reason": "Separate config serialization bugs: multimodal defaults when None vs rotary_pct not persisting on reload." }, { "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." + "reason": "One is a runtime/indexer math issue and the other is a docstring problem; not duplicates." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy problems and Qwen3-VL-Moe bugs are separate model-specific issues." + "reason": "Both mention model quality/bugs, but the concrete problems are unrelated and in different model families." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping and mdeberta add_special_tokens behavior are different tokenizer regressions." + "reason": "Different tokenizer regressions: wrong offset_mapping vs add_special_tokens not adding BOS/EOS." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "A specific missing huggingface_hub symbol and broad import errors after upgrade are not the same bug." + "reason": "Offline cache loading failure vs quantized model saving failure; distinct code paths." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." + "reason": "A specific missing import from huggingface_hub is not the same as a broad collection of import errors after upgrade." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation-state update after sync_gpus is unrelated to D-FINE auxiliary loss omission." + "reason": "Generation kwargs update bug vs missing auxiliary losses in D-FINE; unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config issues." + "reason": "Different model-specific architecture/config issues: RoPE layer dropping vs tied-weights warning." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3_5 infinite-loop behavior are not the same defect." + "reason": "Accuracy issue with FP8 training is unrelated to Qwen3_5 infinite-loop generation on a specific image." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "The transformers env command and a sentence-transformers import NameError are unrelated." + "reason": "Broken env CLI command vs NameError importing sentence-transformers; different failures." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer-path bugs." + "reason": "Offline cache loading and wrong tokenizer decoder type are separate tokenizer bugs." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization differences across versions and zero assistant masks for multimodal inputs are separate behaviors." + "reason": "Different behavior: tokenization changes across versions vs assistant_masks being all zero for multimodal inputs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs added-token spacing behavior." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and DSA indexer math bugs are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs forwarding bug; not the same underlying problem." } ] }, @@ -12317,32 +12309,30 @@ "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:42757", "issue:42907", "issue:43116", "issue:43122", "issue:43232", + "issue:43278", "issue:43408", "issue:43452", "issue:43475", + "issue:43493", "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", @@ -12360,28 +12350,28 @@ "issue:44945", "issue:44964", "issue:45200", + "issue:45216", "issue:45278", "issue:45290", + "issue:45478", "issue:45600", + "issue:45753", "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:44295|issue:44297", "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:44261|issue:44373", "issue:39401|issue:44488", - "issue:42907|issue:43937", "issue:43784|issue:45600", + "issue:42907|issue:43937", "issue:43408|issue:43475", "issue:44360|issue:44485", "issue:39401|issue:44521", @@ -12395,216 +12385,226 @@ "issue:42907|issue:43452", "issue:36296|issue:43116", "issue:44038|issue:44222", - "issue:43824|issue:44351" + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753" ], - "prepared_review_unit_hash": "a724b2004d5743cbdff2b12fb0980a42a1ef50036454e0cbfd61042edc8f4556", + "prepared_review_unit_hash": "40c6280dbbd098a60b876cf3415f151a81f46ed97a6fc6dd588ae9b754448a59", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35652, - "estimated_input_tokens": 8913, - "estimated_eval_tokens": 18082 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36600, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": 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.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformer/HF issues; the soft-similarity pairs are generally only superficially related by subsystem or symptom and do not look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the broadest representative of the set because it captures the general \"many import errors after update\" theme and can plausibly subsume nearby import-related reports better than the narrower, model-specific issues.", "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_issue_reason": "issue:45278 is the best issue anchor for this cluster: it is broad, user-facing, and closest to several other import/API regression reports, even though most pairings are not true duplicates.", "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." + "reason": "Different bugs: custom model initialization breakage versus NaNs in classification heads after checkpoint/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." + "reason": "Both are load/runtime failures, but one is Sentence-Transformers hanging and the other is a MacOS bus error with a CLIP model; different code paths and symptoms." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Position_ids buffer access error is unrelated to tokenizer_class mismatch in tokenizer_config.json." + "reason": "Different APIs: cached_file kwargs forwarding versus chat template crashes on tool-call assistant messages." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Different areas: cached_file kwargs forwarding vs chat template crashing on assistant tool-call messages." + "reason": "Unrelated issues: reading a registered position_ids buffer versus tokenizer_class mismatch in tokenizer_config.json." }, { "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." + "reason": "Both involve generation state, but one is a generic sync_gpus/update_model_kwargs bug and the other is a Qwen3.5 recurrent-state reset bug; not the same concrete defect." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect output under pipeline parallelism." + "reason": "Different features and failures: saving dequantized models versus incorrect outputs 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." + "reason": "Tokenizer behavior regression versus apply_chat_template batching/padding crash; not the same underlying bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression is not the same bug as pipeline-parallelism output corruption." + "reason": "Python-version compatibility failure versus pipeline-parallel inference correctness; unrelated." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Missing rms_norm_eps precision issue and a wrong docstring are not the same underlying defect." + "reason": "Both are import-related, but 41628 is one missing symbol while 45278 is a broad collection of post-upgrade import errors; too coarse to be the same duplicate." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Both mention imports, but 41628 is a specific missing symbol while 45278 is a broader upgrade-related import-error report." + "reason": "Missing rms_norm_eps precision issue versus a wrong docstring for position_ids; the latter is documentation-only." }, { "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." + "reason": "Tokenizer offset_mapping bug versus a model loading problem; different failure modes." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Different subsystems: dequantized save_pretrained vs invalid GenerationConfig for GLM-5." + "reason": "Both involve import breakage, but one is a missing nn symbol in sentence-transformers and the other is stale auto_mappings references to removed SAM3 configs." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "sentence-transformers import NameError is unrelated to auto_mappings references to removed Sam3LiteText configs." + "reason": "Saving dequantized models versus invalid GenerationConfig for GLM-5; unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Different SAM 3 Video issues: wrong model type warning vs missing fpn_position_embeddings attribute." + "reason": "SAM3 tracker-vs-video config warning is not the same bug as a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are separate model internals." + "reason": "DSA indexer activation bug and GLM-5 RoPE implementation issue are different model/components." }, { "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." + "reason": "Offset_mapping correctness and assistant_masks being all-zero in multimodal chat templating are separate problems." }, { "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." + "reason": "Classification example script returning empty results is not the same as Gemma 4 mm_token_type_ids defaulting issue." }, { "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." + "reason": "Qwen3.5 num_labels propagation bug and flash_attention_3 degenerate training are unrelated." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." + "reason": "Qwen3-VL-Moe loading bug versus tokenizer save_pretrained metadata mismatch; different paths." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure is not the same as failing to load Phi-4 multimodal instruct." + "reason": "Saving dequantized models versus failing to load Phi-4 multimodal instruct; unrelated." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 box-information error message clarity is unrelated to Sentence Transformers loading hang." + "reason": "LayoutLMV3 box-validation message clarity and Sentence-Transformers loading hang are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different failures: Qwen3-VL-Moe bug vs reading position_ids after buffer registration." + "reason": "Model load failure versus position_ids buffer read error; not the same bug." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and report different incorrect behaviors." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "GGUF loading breakage is unrelated to dequantized model save failures." + "reason": "Saving dequantized models and gguf_file loading failures are different API paths." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and multi-label classification empty results are unrelated." + "reason": "Tensor-parallel training bug and multi-label example script 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." + "reason": "Both mention MoE, but one is a model loading bug and the other is FP8 save_pretrained behavior." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import is different from missing HybridCache import." + "reason": "Different missing imports from different packages/symbols; not the same underlying defect." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is checkpoint save correctness and the other is from_pretrained loading error." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different modules and symbols (huggingface_hub is_offline_mode vs transformers HybridCache)." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype mismatch in embedding layers is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 JAX-vs-HF implementation discrepancy is not the same as Qwen3_5 infinite-loop behavior on a specific image." } ] }, @@ -12636,13 +12636,11 @@ "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", @@ -12651,6 +12649,7 @@ "issue:43825", "issue:43827", "issue:43874", + "issue:43906", "issue:43937", "issue:43976", "issue:43992", @@ -12658,34 +12657,30 @@ "issue:44075", "issue:44117", "issue:44222", - "issue:44351", + "issue:44291", + "issue:44466", "issue:44485", "issue:44704", "issue:44779", "issue:44936", - "issue:44945", "issue:44977", + "issue:45071", "issue:45072", "issue:45083", - "issue:45216", "issue:45278", "issue:45357", + "issue:45405", "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:42907|issue:44222", "issue:43992|issue:44704", + "issue:43784|issue:45446", "issue:43066|issue:44779", "issue:38617|issue:45278", "issue:42673|issue:45072", @@ -12707,216 +12702,220 @@ "issue:33453|issue:39401", "issue:39401|issue:44779", "issue:43827|issue:45446", - "issue:43937|issue:44977" + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:45405|issue:45446", + "issue:44291|issue:45071" ], - "prepared_review_unit_hash": "a9907da6e87dea44e45207aa83d7a60084709006a322dafcfcb24b5b816e82ca", + "prepared_review_unit_hash": "8524b45e3eebafd183bd113ad659d9487af22535207cab8c878f9547b5bcda4e", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36221, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "serialized_chars": 35816, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 }, "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.", + "summary": "This cluster is noisy and mostly consists of unrelated Transformers v5 regressions that only look similar at the title level (tokenizer, import, save/load, generation, training, multimodal). I don\u2019t see any pair that is clearly the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out: the items span distinct failure modes across different subsystems, and the soft links are driven mostly by generic v5 similarity rather than the same concrete bug.", "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_issue_reason": "No issue here is a strong global duplicate target; the closest matches are still model- or code-path-specific regressions that should stay separate.", "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", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Different models and different failures: SigLIP2 implementation discrepancy versus Qwen3.5 infinite loop on a specific image." + "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms; not the same concrete bug." }, { "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." + "reason": "One is about failing to save dequantized Ministral/Devstral models, the other about FP8 save_pretrained for moe models; different code paths." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Tokenizer output differences are unrelated to flash-attention generation failure." + "reason": "UMT5Encoder missing weights on load vs AutoProcessor not forwarding kwargs to cached_file; unrelated loading bugs." }, { "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." + "reason": "Sentence-transformers import NameError and a flex_attention PyTorch version-check issue are separate import-time failures." }, { "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." + "reason": "Wrong tokenizer decoder type vs incorrect Deepseek tokenization; both involve tokenizers, but not the same bug or fix." }, { "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." + "reason": "A missing import symbol and a broad upgrade causing many import errors are not the same underlying issue." }, { "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." + "reason": "VRAM leak in Qwen3ForCausalLM across dataloader threads is unrelated to dtype mismatches in 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." + "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different problems." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." + "reason": "No module named transformers.onnx vs a clearer layoutlmv3 error message; unrelated issues." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are distinct problems." + "reason": "Base_model_prefix loading breakage and NaNs in classification heads are different model-loading/training problems." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper are unrelated." + "reason": "TF32 behavior warning and a missing image-patch method in GLM46V 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." + "reason": "Python version compatibility checks and a flex_attention import/version check are separate environment issues." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different broken model paths: vitpose imports versus Ministral-3 flash-attention failure." + "reason": "Vitpose model breakage and a Ministral flash-attention bug affect different architectures and code paths." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "Trainer/FSDP2 optimizer state corruption and missing GenerationMixin cache are unrelated training vs generation bugs." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script empty outputs and SigLIP2 implementation mismatch are unrelated." + "reason": "Empty multi-label classification results in an example script and SigLIP2 HF/JAX discrepancy are different concerns." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling is unrelated to trainer.evaluate failing after train." + "reason": "SGD args being ignored and trainer.evaluate failing after train are separate training issues." }, { "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." + "reason": "Both touch Qwen3.5 MoE save/load behavior, but one is incorrect save_pretrained keys and the other is a from_pretrained error; not the same bug." }, { "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." + "reason": "Qwen3-VL-Moe compatibility and Qwen3.5 Moe from_pretrained failures are different model families and failures." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Empty multi-label classification outputs are unrelated to a wrong pipeline() error message." + "reason": "An example script returning empty results and a pipeline translation error message are unrelated." }, { "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." + "reason": "Qwen3_omni_moe feature-length helper behavior and a flex_attention import/version check are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalidation and stale num_return_sequences warnings are different generation issues." + "reason": "GLM-5 generation config validation and a stale paged-generate warning for num_return_sequences are different generation bugs." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None-handling is unrelated to flash_attention crashing on s_aux=None." + "reason": "Tokenizer mapping None handling and a flash_attention AttributeError for sink-less models are unrelated code paths." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer problems." + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset_mapping; not enough to treat as one bug." }, { "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." + "reason": "Wrong offset mapping for Qwen3 and incorrect Deepseek tokenization are model-specific tokenizer bugs with different symptoms." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a version-check bug in flex_attention are unrelated." + "reason": "Docs still referencing pipeline() and a flex_attention version-check import issue are not the same problem." }, { "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." + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are distinct model-specific failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization and NaNs in classification heads are different model state/initialization bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloader use and a reproduction of a different issue are not duplicates." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a flex_attention PyTorch version check are unrelated dependency problems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights loading and PretrainedConfig type-checking breakage are different compatibility regressions." } ] }, @@ -12952,6 +12951,7 @@ "issue:42831", "issue:43012", "issue:43066", + "issue:43097", "issue:43122", "issue:43408", "issue:43421", @@ -12960,18 +12960,19 @@ "issue:43582", "issue:43673", "issue:43742", - "issue:43906", + "issue:43874", "issue:43937", "issue:43986", "issue:44075", "issue:44117", "issue:44220", "issue:44261", - "issue:44291", + "issue:44263", "issue:44410", - "issue:44466", "issue:44483", "issue:44484", + "issue:44485", + "issue:44493", "issue:44496", "issue:44829", "issue:44933", @@ -12981,27 +12982,21 @@ "issue:45278", "issue:45310", "issue:45341", - "issue:45405", - "issue:45446", "issue:45464", + "issue:45478", "issue:45542", "issue:45561", - "issue:45656", - "issue:46002" + "issue:45656" ], "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:44484|issue:45310", "issue:42371|issue:44261", "issue:42673|issue:43582", "issue:42617|issue:45341", @@ -13009,212 +13004,237 @@ "issue:44933|issue:45278", "issue:42222|issue:45542", "issue:42490|issue:42673", + "issue:38617|issue:44220", "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:43066|issue:43122", "issue:43673|issue:45341", - "issue:43012|issue:43577" + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408" ], - "prepared_review_unit_hash": "0b548aa2350861aed2d91d88bd512bd104d0afd2a99e7b4522b830d765c67d93", + "prepared_review_unit_hash": "f23328953cf6d840933db3b9a01976cc61567b30273f3c2ffe55799ed810c6a8", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35914, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "soft_pair_count": 31, + "serialized_chars": 36664, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "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.", + "summary": "This set is mostly a heterogeneous mix of Transformers issue reports; the soft pairs are superficially similar by subsystem/version theme, but they do not look like the same underlying bug. No PRs are present in the cluster.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here and best matches the recurring version-regression/import-breakage theme across the cluster.", "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_issue_reason": "issue:45278 is the most representative issue to anchor the cluster because it is broad, user-facing, and closest to the repeated upgrade/import failures seen elsewhere.", "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." + "reason": "Both are runtime failures, but one is batched video shape handling and the other is AutoProcessor crashing without torchvision; different code paths." }, { "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." + "reason": "Both touch testing utilities, but one is a bug in testing_utils.py while the other is a pytest-xdist race on captured_info.txt." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer problems: missing mapping entry vs Mistral regex patch crash." + "reason": "Tokenizer mapping None vs Mistral regex patch crash are unrelated tokenizer bugs with different failure points." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different code paths." + "reason": "Both are import errors, but they concern different missing symbols from different modules." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model issues: missing layer projections vs from_pretrained error." + "reason": "Different failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Tokenizer offset mapping bug is not the same as runtime post-processor update behavior." + "reason": "Offset_mapping bug and runtime post-processor update bug affect tokenization differently and are not the same defect." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Different APIs and symptoms: chat/completions rejection vs Qwen3.5 MoE loading failure." + "reason": "Flash-attention training collapse and save_pretrained checkpoint corruption are distinct problems." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Training degeneration with flash attention is not the same as save_pretrained checkpoint regression." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE loading error." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Unrelated: TF32 warning wording vs MLA RMS norm precision mismatch." + "reason": "TF32 warning behavior and MLA layernorm precision mismatch are different backend issues." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "Different runtime issues: VRAM leak vs Apple Silicon TypeError." + "reason": "VRAM leak in multithreaded dataloaders and Apple Silicon TypeError in allocator warmup are unrelated." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "No overlap beyond being bugs in utilities/scripts." + "reason": "Running 3d_parallel.py and a testing_utils bug do not share the same failure mode." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model families and errors: sam3 warning vs MobileLLM key error." + "reason": "Model-type warning for sam3_tracker vs KeyError loading MobileLLM-125M are different loading problems." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Broad import-error theme only; these are not the same missing import." + "reason": "The latter is a broad regression umbrella, but the former is a specific missing import; not the same concrete bug." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Different subsystems: vitpose model breakage vs TensorFlow backend installation issue." + "reason": "Broken vitpose models and missing TensorFlow backend with tensorboard are unrelated." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Local-path import warning is unrelated to the Qwen VRAM leak." + "reason": "A trailing-slash import warning and a VRAM leak are different issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() failure affect different modules." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow dependency packaging issue is not the same as vitpose model breakage." + "reason": "Missing TensorFlow in a torch extra install is unrelated to 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." + "reason": "GLM generation config invalid and unrecognized model/config.json error are separate model-loading issues." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API warning and FineGrainedFP8 accuracy are unrelated." + "reason": "TF32 control warning and FineGrainedFP8 accuracy regression are not the same bug." }, { "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." + "reason": "Both involve chat/completions, but one is request acceptance and the other is streaming inference failure on a specific model." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Related to tokenizer behavior, but one is decoder type serialization and the other is changed tokenization output." + "reason": "SGD args ignored and deepspeed causing double optimizer steps are distinct optimizer bugs." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Different optimizer bugs: ignored SGD args vs double optimizer step under deepspeed." + "reason": "Both are tokenizer regressions in v5, but one is decoder type and the other is changed tokenization output; not clearly the same defect." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache issue and testing-utils bug are unrelated." + "reason": "Generation cache missing during chunked_prefill and a 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." + "reason": "A PyTorch warning during bfloat16 compilation and BLIP2 dtype fields staying float32 are different dtype issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A question about shard size is unrelated to a Qwen3.5 MoE loading error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are different model/component bugs." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3Next-ish model loading, but the concrete missing components and failure paths differ." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are separate v5 regressions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling and RoPE implementation are different GLM code paths." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "The bfloat16 compile warning and sam3 model-type warning are unrelated." } ] }, @@ -13239,19 +13259,20 @@ "cluster_id": "cluster-10000-404", "nodes": [ "issue:38617", - "issue:41628", "issue:42222", "issue:42757", - "issue:43012", "issue:43064", "issue:43066", "issue:43097", + "issue:43208", "issue:43335", "issue:43408", "issue:43441", "issue:43452", "issue:43502", "issue:43531", + "issue:43550", + "issue:43825", "issue:43873", "issue:43874", "issue:43901", @@ -13272,7 +13293,7 @@ "issue:44410", "issue:44484", "issue:44485", - "issue:44493", + "issue:44655", "issue:44704", "issue:44829", "issue:44987", @@ -13283,18 +13304,10 @@ "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", @@ -13325,252 +13338,243 @@ "issue:43097|issue:43873", "issue:43986|issue:44016", "issue:43066|issue:43906", - "issue:43097|issue:43901" + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550" ], - "prepared_review_unit_hash": "3bd0fccb8d352e7b631adcc353f04724f1f4dae1248819173096d618e0d5685d", + "prepared_review_unit_hash": "d558820a588bddaab06fd79fcef42e4b62ae00c3732ac4d548c7a31a2b6fc745", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 39132, - "estimated_input_tokens": 9783, - "estimated_eval_tokens": 19822 + "soft_pair_count": 34, + "serialized_chars": 37942, + "estimated_input_tokens": 9486, + "estimated_eval_tokens": 19228 }, "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.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5-era bugs and regressions (imports, tokenizer loading, model-specific config issues, training/runtime failures, and docs). I don\u2019t see any strong duplicate pairs; the soft similarities are usually only at the subsystem level, not the same concrete bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43097 is the best anchor for the cluster because it is a clear v5 breaking-change report, user-facing, and has inbound references; it also best matches the broad theme of compatibility regressions seen across the set.", "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_issue_reason": "issue:43097 is the strongest representative issue in this set: it is concrete, well-scoped, and sits near the center of the overall v5 regression theme, unlike many other items that are narrow model-specific failures or documentation-only problems.", "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." + "reason": "Both are ImportError reports, but they concern different missing symbols in different code paths/modules; too generic to be the same bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but they are different models and concrete failures." + "reason": "Both mention FlashAttention, but one is a Ministral-3 load failure and the other is a training-quality regression in sequence classification; not the same concrete bug." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Different regressions: type checking vs undefined tf backend when TF is absent." + "reason": "A PretrainedConfig typing regression is unrelated to a TensorFlow backend import/availability error." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model loading problem vs missing projections; not the same bug." + "reason": "Different Qwen model families and different failure modes: shape mismatch on load vs missing attention projections in layer 0." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are model load issues, but the model families and root causes differ." + "reason": "Same broad model family, but the reported failures are different enough that they do not look like one underlying bug." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "Sparse-layer construction bug is unrelated to config type checking." + "reason": "A SwitchTransformers sparse-layer construction bug is unrelated to a PretrainedConfig type-checking regression." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Different files and problems: sys.modules access vs a testing_utils issue." + "reason": "Different utilities and different symptoms; no shared code path indicated." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "tie_embeddings removal and gguf_file tokenizer/model loading are unrelated." + "reason": "One is about a removed config flag in v5, the other about gguf_file handling in from_pretrained; only a broad version/theme match." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Processor-loading dependency crash vs testing utility bug." + "reason": "A processor/torchvision crash and a testing_utils bug are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Generic tokenizer mapping None issue vs a specific model-loading failure; not enough to merge." + "reason": "Both involve from_pretrained/tokenizer loading, but there\u2019s no evidence they stem from the same mapping bug or code path." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video processor dependency crash is unrelated to save_pretrained shard sizing." + "reason": "Completely different issues: missing torchvision vs save_pretrained shard-size behavior." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Same broad GLM area, but different components and bugs." + "reason": "Different model/component bugs with no shared failure mechanism." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Different warning sources and models; no shared defect." + "reason": "Different model families and different symptoms; one is a warning mismatch, the other a tie_word_embeddings warning." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python version compatibility problem vs config type-check regression." + "reason": "A Python-version compatibility problem is not the same as a PretrainedConfig typing break." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are loading-time import/dependency issues, but they affect different processors and code paths." + "reason": "Unrelated processor-loading crash vs missing ReasoningEffort import." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window bug is unrelated to a testing utility issue." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision-epsilon issue vs RoPE implementation issue; different code paths." + "reason": "Different model internals and different bug surfaces; no clear shared root cause." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Two separate ImportError cases from different modules and releases." + "reason": "Both are import failures, but they reference different missing names from different packages and are not the same underlying breakage." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training optimizer-state corruption is unrelated to Liger Kernel application in model_init." + "reason": "Training optimizer-state corruption and Liger Kernel application under model_init are different code paths." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen configs/models and different missing-field behavior." + "reason": "Both are Qwen-related, but one is a missing projection issue and the other is a missing config field silently dropped by strict validation." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword collision is unrelated to tokenizer mapping None handling." + "reason": "Tokenizer construction with duplicate special kwargs is different from TOKENIZER_MAPPING_NAMES unexpectedly returning None." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Different failures: config removal warning vs flash_attention.py crash on s_aux=None." + "reason": "A removed config flag warning is unrelated to a flash_attention crash on sink-less models." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and modules." + "reason": "Both are missing-import reports, but they involve different exported symbols and different compatibility issues." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Related model names, but different bug reports and likely different root causes." + "reason": "Both are Qwen3-family issues, but the specific model/component failures are not the same." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding bug is unrelated to the auto_docstring future-annotations crash." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are separate code paths." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline API-request leakage is unrelated to missing embed_tokens.weight on load." + "reason": "One is about violating local_files_only, the other about a missing encoder weight during model loading; different bugs." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading without torchvision and tokenizer mapping None are not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config flag behavior and quantization offloading problems are unrelated." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Processor loading crash and notebook syntax error are entirely different." + "reason": "A runtime loading crash is unrelated to a notebook syntax error." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + "reason": "The reproduction-only issue does not provide enough evidence that it is the same tokenizer-decoder bug." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "Config removal warning and pipeline docs mismatch are different issues." + "reason": "Docs mentioning return_all_scores and a removed v5 config flag are different problems." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task support messaging and saving Pipeline objects are separate issues." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing model weight on load is unrelated to the max_shard_size default in save_pretrained." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and different training/runtime failures; not mergeable as one fix." } ] }, @@ -13594,6 +13598,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ + "issue:36010", "issue:36683", "issue:38617", "issue:42490", @@ -13614,16 +13619,15 @@ "issue:43526", "issue:43550", "issue:43582", + "issue:43611", "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", @@ -13631,11 +13635,11 @@ "issue:44368", "issue:44380", "issue:44483", - "issue:44484", "issue:44485", "issue:44514", "issue:44655", "issue:44683", + "issue:44938", "issue:45216", "issue:45290", "issue:45381", @@ -13644,12 +13648,9 @@ "issue:45753" ], "soft_pairs": [ - "issue:43825|issue:44655", - "issue:43992|issue:44484", - "issue:43208|issue:43550", + "issue:43012|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", @@ -13678,228 +13679,250 @@ "issue:43352|issue:43937", "issue:44077|issue:44380", "issue:43867|issue:45216", - "issue:42898|issue:43066" + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938" ], - "prepared_review_unit_hash": "988832bd9207ebaf7ba47556637772ea96ac33baf32ad4ef90cf0ca5e7486190", + "prepared_review_unit_hash": "c38591b8680df5234829a9bb753c5f48f2f65fdaa7c5e95bf3065a7338d1ca68", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37880, - "estimated_input_tokens": 9470, - "estimated_eval_tokens": 19196 + "soft_pair_count": 36, + "serialized_chars": 38194, + "estimated_input_tokens": 9549, + "estimated_eval_tokens": 19354 }, "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." - }, + "summary": "These are mostly superficially similar Transformers regressions (imports, loading/saving, tokenizer/chat-template, model-specific config, backend/compile issues) rather than true duplicates; none of the soft pairs looks like the same concrete bug or change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits the whole set; if one representative is needed, issue 43824 is the strongest user-facing, high-activity import failure, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43208", + "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated model-specific issues." + "reason": "Different problems: a bfloat16 compile warning vs a torch.compile/SDPA model failure." }, { "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." + "reason": "Different code paths: FA2 support for a specific model vs GPT2 attention scaling being ignored under backend selection." }, { "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." + "reason": "Offline cache loading failure and gradient-checkpointing-in-eval incompatibility are unrelated bugs." }, { "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." + "reason": "Both mention warnings, but one is a PyTorch precision warning and the other is a tied-embeddings config warning." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure and a Qwen3.5 image-generation infinite loop are unrelated." + "reason": "Saving dequantized models and an infinite loop on a specific image are not the same bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save paths and different bugs." + "reason": "Both involve saving, but one is dequantized model serialization and the other is Pipeline.save_pretrained handling." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention and degenerate zero loss in sequence classification are unrelated." + "reason": "Backend attention-scaling regression vs zero-loss classification bug; different concrete failures." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support for one model and Python version compatibility are unrelated." + "reason": "Specific model FlashAttention support issue vs Python-version compatibility regression." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed training optimizer-state corruption and GPT2 attention scaling are separate problems." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Missing config attribute on Gemma3 and an Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3 config missing vocab_size and 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." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated 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." + "reason": "API request validation at /v1/chat/completions is not the same as batched apply_chat_template crashing." }, { "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." + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained load error are different directions and failure modes." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path slash warning and bfloat16 compile warning are unrelated." + "reason": "Trailing-slash local model import 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." + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; not the same concrete bug." }, { "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." + "reason": "Compile-time precision warning vs compiled flex_attention failure on newer torch versions." }, { "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." + "reason": "ImportError from huggingface_hub and ImportError for a Transformers model class are different missing symbols/packages." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output-field regression and GPT2 attention scaling under backend switches are unrelated." + "reason": "CLIP output-field regression and GPT2 attention scaling regression 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." + "reason": "Importing layer_type_validation and unexpected API calls despite local_files_only=True are different bugs." }, { "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." + "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support are different model/features." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions request rejection and assistant-tool-call chat_template crashing are different failure modes." + "reason": "Chat completions endpoint rejection and assistant tool-call chat template crash are separate request-path issues." }, { "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." + "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are not the same defect." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading breakage and state_dict-sorted load errors are different loading issues." + "reason": "Qwen3VL-Moe loading regression and sorted-state_dict load error are different load-time failures." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and Pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage and Qwen3.5 infinite-loop-on-image are different model bugs." }, { "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." + "reason": "Gemma3Config attribute error and SAM 3 Video missing attribute are unrelated missing-field bugs." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths." + "reason": "Quantized model saving failure and Pipeline object serialization are different save paths." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support gap and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "FlashAttention support issue and invalid GenerationConfig error are unrelated." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are unrelated." + "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." + "reason": "Sorted state_dict load error and incorrect saved checkpoint contents are different serialization/load bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols from different modules/packages." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Tokenizer clean-up behavior and wrong decoder type in v5 are separate tokenizer regressions." + "reason": "Tokenizer cleanup behavior change and tokenizer decoder type regression are distinct tokenizer issues." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error and patchtsmixer post_init rule change are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are different object/model serialization paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version support regression in 5.1.0 and Python 3.14 load failure are related only loosely, not the same bug." } ] }, @@ -13925,19 +13948,16 @@ "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", @@ -13945,6 +13965,7 @@ "issue:43992", "issue:44075", "issue:44077", + "issue:44112", "issue:44188", "issue:44242", "issue:44246", @@ -13954,11 +13975,10 @@ "issue:44380", "issue:44484", "issue:44492", - "issue:44655", "issue:44855", "issue:44857", "issue:44938", - "issue:44977", + "issue:44964", "issue:45071", "issue:45216", "issue:45278", @@ -13969,14 +13989,12 @@ "issue:45440", "issue:45478", "issue:45561", + "issue:45588", "issue:45593", + "issue:45600", "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", @@ -13987,8 +14005,8 @@ "issue:43352|issue:43931", "issue:43992|issue:45310", "issue:43010|issue:45278", - "issue:43867|issue:45375", "issue:44355|issue:44855", + "issue:43867|issue:45375", "issue:41669|issue:44246", "issue:36683|issue:43064", "issue:42890|issue:45561", @@ -14005,234 +14023,237 @@ "issue:28282|issue:33453", "issue:43867|issue:44484", "issue:43618|issue:44857", - "issue:43618|issue:44977" + "issue:43618|issue:45588", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600" ], - "prepared_review_unit_hash": "1245d4540a8e755f6b4a7bf5c4a9c5d8572fd9ea23a4a0570e0650894e682cd7", + "prepared_review_unit_hash": "f871f3a71b22dea5c94f5489b09b17c184b0119df8b6cbafd6b57d63d54671ff", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37112, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "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.", + "summary": "Mostly a mixed bag of unrelated issue reports spanning import/load regressions, model-specific config bugs, and training/runtime problems. Only one strong duplicate pair stood out.", "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_issue_reason": "Issue #45278 is the broadest and most representative regression report here: a post-upgrade wave of import failures affecting many models.", "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_issue_reason": "Best umbrella issue: broad user-facing regression, likely central to the cluster\u2019s import/load-failure theme and more representative than narrow model-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." + "reason": "Different models and different failure modes." }, { "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." + "reason": "Both are config-attribute errors, but they involve different models and missing fields." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "torch.split return handling in a DSA indexer and DeepseekV3MoE divergence are different implementation bugs." + "reason": "Different code paths: DSA indexing vs. DeepSeekV3 MoE divergence." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + "reason": "Unrelated: CLIP attentions output bug vs. Qwen3.5 save_pretrained regression." }, { "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." + "reason": "One is a missing config attribute; the other is an MoE load-balancing loss issue." }, { "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." + "reason": "Both touch attention code, but the concrete bugs are different." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer/FSDP state corruption has nothing to do with a typo in cache strategies." + "reason": "Training-state corruption vs. a cache-strategy typo are unrelated." }, { "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." + "reason": "Different model families and distinct load-time failures." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained failures, but they affect different models and different missing inputs/keys." + "reason": "Both are loading/weight issues, but for different models and different symptoms." }, { "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." + "reason": "Cache no_grad decoration vs. import failures after upgrade are unrelated." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Sorted state_dict load failure and Qwen3_5MoeVisionConfig missing field are different loading/config issues." + "reason": "Different Python/runtime issues: compiled-file errors vs. a Python 3.13 decorator parsing problem." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Compiled Python file import errors and DebertaV2Model Python 3.13 JIT parsing/IndentationError are different root causes." + "reason": "Generic state_dict ordering load error vs. a missing Qwen3.5 vision config field." }, { "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." + "reason": "Both mention import slowness, but one is a concrete star-import cleanup while the other is only a vague intermittent report." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Model config attribute missing vs FSDP2/PEFT optimizer state mismatch are unrelated." + "reason": "Unrelated model config error vs. FSDP2/PEFT optimizer-state corruption." }, { "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." + "reason": "Test seeding flakiness and xdist file races are different CI bugs." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are distinct compatibility regressions." + "reason": "Different compatibility problems: Python 3.14 load failure vs. PretrainedConfig type-checking regression." }, { "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." + "reason": "Both are model-loading/saving issues, but the underlying serialization failures differ." }, { "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." + "reason": "Specific cache update semantics vs. a broad complaint about many models are not the same bug." }, { "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." + "reason": "Same broad area, but different models and different missing-weight symptoms." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad and Python-version compatibility are unrelated." + "reason": "Cache no_grad bug vs. Python version compatibility issue." }, { "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." + "reason": "Python loading failure and a Qwen2.5-VL position-id bug are unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are not the same code path." + "reason": "Different model/output bug vs. a patchtsmixer post_init policy issue." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Path-with-trailing-slash import warning and SGD args not used are unrelated." + "reason": "Local path import warning and SGD arg handling 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." + "reason": "Tensor-parallel training bug vs. an OOM while loading a specific large model." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer missing ReLU and DeepseekV3MoE divergence are unrelated algorithm/model implementation problems." + "reason": "DSA indexer math change vs. DeepSeekV3 implementation divergence." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel missing PyTorch dependency and tokenizer loading regression are different import/load failures." + "reason": "PyTorch import error vs. tokenizer-loading regression are different 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." + "reason": "Loading error when state_dict is sorted is unrelated to save_pretrained shard size defaults." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions regression and LwDetrImageLoss AMP/CUDA crash are different model/runtime bugs." + "reason": "Different crashes in different model code paths." }, { "left": "issue:43618", - "right": "issue:44977", + "right": "issue:45588", + "accept": false, + "reason": "CLIP attentions output regression and s_aux=None flash-attention crash are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "CI seeding flake vs. Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures in different tests." + }, + { + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "CLIPOutput attentions missing and Qwen3.5 flash-attention generation failure are unrelated attention issues." + "reason": "Captured-info race and broken auto_mappings references are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression with identical title/model/version; these look like duplicate reports of the same bug." } ] }, @@ -14273,14 +14294,15 @@ "issue:43232", "issue:43299", "issue:43502", + "issue:43526", "issue:43576", "issue:43673", "issue:43723", "issue:43824", "issue:43827", "issue:43874", + "issue:43901", "issue:44062", - "issue:44112", "issue:44222", "issue:44230", "issue:44315", @@ -14296,19 +14318,14 @@ "issue:44908", "issue:44938", "issue:44961", - "issue:44964", "issue:45071", "issue:45125", "issue:45341", "issue:45375", "issue:45468", - "issue:45478", - "issue:45600" + "issue:45478" ], "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", @@ -14319,8 +14336,8 @@ "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", - "issue:30990|issue:31795", "issue:43010|issue:43232", + "issue:30990|issue:31795", "issue:45125|issue:45375", "issue:30333|issue:33453", "issue:42831|issue:43874", @@ -14345,286 +14362,310 @@ "issue:43576|issue:44938", "issue:43673|issue:44492", "issue:44908|issue:44961", - "issue:44485|issue:44961" + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526" ], - "prepared_review_unit_hash": "d8c63ee988970c8a2ceb1b7f7723953cf4147c9d08f2a7739b46ec70df53cf83", + "prepared_review_unit_hash": "47816be593cf8ad89cc0f6de55414d0373e845e9d2c36a4caa7df4117ccf7ffc", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 39024, - "estimated_input_tokens": 9756, - "estimated_eval_tokens": 19768 + "serialized_chars": 38493, + "estimated_input_tokens": 9624, + "estimated_eval_tokens": 19504 }, "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.", + "summary": "Mostly unrelated issues; the only clear theme is broad Transformers v5 compatibility/import/loading regressions, but the soft pairs are not the same concrete bugs and should remain separate.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43576 is the broadest, most representative v5 breakage report in the set, but it is not a duplicate of the others.", "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_issue_reason": "issue:43576 best captures the cluster\u2019s overall pattern of v5-era compatibility regressions and broken CLI/API behavior.", "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." + "reason": "Different bugs: offline/local-files-only behavior vs a token construction 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." + "reason": "Both are loading failures, but one is tokenizer loading and the other is checkpoint reload compatibility; different code paths." }, { "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." + "reason": "FP8 save_pretrained/moe handling is not the same as missing _tp_plan for tensor parallelism." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "A flaky test case and a testing_utils bug are not the same underlying issue." + "reason": "Both touch tests, but one is a flaky integration test and the other is a generic testing_utils bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Memory/OOM under int4 quantization is unrelated to checkpoint reload compatibility." + "reason": "OOM under int4 quantization is unrelated to checkpoint reload compatibility after upgrade." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "Cache update no_grad and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: PreTrainedModel vs HybridCache." + "reason": "Both are import errors, but for different missing symbols and likely different fixes." }, { "left": "issue:43502", - "right": "issue:44485", + "right": "issue:44222", "accept": false, - "reason": "local_files_only API leakage is unrelated to GLM-5 RoPE implementation." + "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file handling is not the same as the reported post-upgrade filtering slowdown." + "reason": "Compiled-file runtime errors and a post-upgrade performance regression are different problems." }, { "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." + "reason": "Same model family, but tensor-parallel plan missing vs from_pretrained loading failure are not clearly the same bug." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache no_grad decoration and generation kwargs sync behavior are different generation internals." + "reason": "Different generation internals: cache update decoration vs sync_gpus kwargs handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading issue and documentation confusion about model.forward are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 MoE tensor-parallel loading and Qwen3_5MoeVisionConfig field preservation are different config issues." + "reason": "Missing _tp_plan and missing config field are separate model-specific issues." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "MLflow job reporting and tokenizer loading regression are unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy and a missing image-processor helper method are different bugs." + "reason": "FineGrainedFP8 accuracy and missing image-processor method/token counting 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." + "reason": "Both mention v5 loading regressions, but different model families and failure modes." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network suppression during loading and FP8 save_pretrained for moe are unrelated." + "reason": "Network-call suppression and FP8 save_pretrained are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application and DSA indexer ReLU are unrelated." + "reason": "Liger kernel application and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "A real API behavior bug and an unrelated placeholder issue are not duplicates." + "reason": "Meaningless title overlap only; no shared bug." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file errors and PretrainedConfig type-checking are different problems." + "reason": "Running compiled Python files and PretrainedConfig type checking are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting failure and tensor parallel training bug are unrelated." + "reason": "MLflow reporting and tensor-parallel training are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled file loading issues and pipeline save_pretrained failure are different surfaces." + "reason": "Compiled-file errors and save_pretrained for Pipeline objects are different." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation still mentioning pipeline() and an unrelated placeholder issue are not duplicates." + "reason": "Docs referencing pipeline() and an unrelated title 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." + "reason": "Both are FP8/MoE-related, but one is save_pretrained and the other is inference support." }, { "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." + "reason": "Both are loading regressions, but for different models and error surfaces." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing is_offline_mode and the transformers env command are unrelated." + "reason": "Possible v5-adjacent breakage, but missing import from huggingface_hub is not clearly the same as the env command failure." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor parallel training bug are not the same issue." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and PretrainedConfig type-checking are different regressions." + "reason": "Broken env CLI and PretrainedConfig type checking are different code paths." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Env command breakage and missing Qwen2.5-VL export are unrelated." + "reason": "Env command breakage and missing Qwen2.5-VL export are separate import/CLI issues." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an ImportError for layer_type_validation are different issues." + "reason": "Documentation confusion and missing layer_type_validation import are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder/nonsense issue vs Gemma-4 audio positional encoding bug are unrelated." + "reason": "No meaningful overlap beyond being open issues." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing top-level imports; same broad area, but not the same concrete bug." + "reason": "Both are missing exports, but not the same symbol or root cause." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for a symbol and an env-command regression are unrelated." + "reason": "Missing import in configuration_utils and the env command problem are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Env command breakage and Python 3.14 load failure are different compatibility issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing and a typo in cache strategies are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated title do not match." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated issue title are not duplicates." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs about return_all_scores are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No evidence of the same underlying bug." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different compatibility issues." + "reason": "Broken env command in v5 and Python 3.14 load failure are different failures." }, { "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." + "reason": "Generation cache bug and cache-strategy typo are not the same issue." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwarg bug and unrelated title." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and unrelated placeholder issue are not duplicates." + "reason": "RoPE implementation issue is unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14641,21 +14682,18 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-404", "nodes": [ - "issue:36296", - "issue:41628", + "issue:31795", + "issue:33453", "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", @@ -14666,13 +14704,14 @@ "issue:44297", "issue:44315", "issue:44351", - "issue:44355", "issue:44360", "issue:44393", "issue:44492", "issue:44556", "issue:44623", + "issue:44655", "issue:44704", + "issue:44829", "issue:44861", "issue:44908", "issue:44945", @@ -14682,28 +14721,27 @@ "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", "issue:45362", + "issue:45468", "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:43576|issue:44556", "issue:44393|issue:45071", - "issue:43525|issue:45850", "issue:41669|issue:43673", + "issue:43525|issue:45850", "issue:44556|issue:45092", "issue:44492|issue:45850", "issue:43572|issue:45850", @@ -14712,8 +14750,8 @@ "issue:42890|issue:44908", "issue:45278|issue:45850", "issue:44246|issue:44273", - "issue:43408|issue:44315", "issue:43976|issue:44393", + "issue:43408|issue:44315", "issue:43352|issue:44393", "issue:44297|issue:45230", "issue:44295|issue:45230", @@ -14722,141 +14760,131 @@ "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:44492|issue:44945", - "issue:43874|issue:45850", + "issue:43976|issue:45850", "issue:44393|issue:45478", "issue:44077|issue:44861", - "issue:43827|issue:44908" + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908" ], - "prepared_review_unit_hash": "f7275da2660f0b658fca143b4c4b448940b36eae8566a0a2e18af9a85e0f3bc0", + "prepared_review_unit_hash": "04cc16ba210fa0233e373debb486d2701b46eaafffecdb728969c9d44878516b", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37284, - "estimated_input_tokens": 9321, - "estimated_eval_tokens": 18898 + "soft_pair_count": 41, + "serialized_chars": 38755, + "estimated_input_tokens": 9689, + "estimated_eval_tokens": 19634 }, "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.", + "summary": "This cluster is mostly a loose set of Transformers v5 regression/import/configuration issues rather than one single duplicate bug. The closest umbrella issue is the broad v5 breakage report, but the pairwise soft matches are mostly only superficially similar.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here because it most clearly summarizes the broad post-upgrade regression theme ('many import errors after update from 4.57.0 to 5.5.0') without being as vague as the generic catch-all reports.", "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_issue_reason": "issue:45278 is the most representative top-level issue for this cluster: it captures the shared v5 migration breakage theme better than the other, more narrowly scoped or model-specific reports.", "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." + "reason": "Different concrete problems: one is a Qwen3.5 chat crash, the other is a broad vague complaint about many models breaking." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue and a DSA indexer ReLU discussion are unrelated." + "reason": "Unrelated bugs: MLA RMS norm precision/config issue versus a DSA indexer activation omission." }, { "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." + "reason": "`processor.save_pretrained` missing files is a specific serialization bug; the other issue is too generic to indicate the same path." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and missing TensorFlow backend handling are different problems." + "reason": "Both involve loading/import behavior, but one is lazy loading and the other is a TensorFlow backend initialization error; not the same bug." }, { "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." + "reason": "These are both import-related at a high level, but one is lazy loading and the other is unsafe `sys.modules` access in modeling_utils." }, { "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." + "reason": "Same model family, but different failure modes: 2D bbox hallucination versus an infinite loop on a specific image." }, { "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." + "reason": "Both mention Qwen3-VL/Qwen3.5-MoE regressions, but the concrete problems differ: a general bug versus missing tensor-parallel plan metadata." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "A Qwen3-VL output bug and a global PretrainedConfig typing regression are not the same issue." + "reason": "Different breakages after v5 upgrade: broken `transformers env` command versus model checkpoint reload incompatibility." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad generic v5-breakage report." + "reason": "Different areas entirely: Qwen3-VL output error versus `PretrainedConfig` type-checking breakage." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance regression and GenerationMixin cache missing in chunked prefill are different code paths." + "reason": "Import-time performance regression versus missing generation cache during chunked prefill are not the same code-path issue." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_id` on `Llama4Config` is a specific config bug, not the same as a generic 'many models break' report." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload incompatibility and InternVL2 meta-init incompatibility are separate upgrade regressions." + "reason": "Both are v5 compatibility problems, but one is generic checkpoint reload failure and the other is a remote-code/meta-init incompatibility." }, { "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." + "reason": "A typo in cache strategies is unrelated to a broad v5 breakage complaint." }, { "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." + "reason": "Missing `pad_token_idx` in `StableLmConfig` is a specific model config regression, not the same as the generic umbrella issue." }, { "left": "issue:42371", @@ -14868,109 +14896,157 @@ "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and failure modes." + "reason": "Different subsystems: `AutoProcessor.from_pretrained` kwarg forwarding versus inverse-sqrt scheduler kwargs handling." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to scheduler kwargs handling." + "reason": "A flaky test due to missing seeds is unrelated to scheduler kwargs being ignored." }, { "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." + "reason": "Both are broad v5 regression reports, but one is specifically import errors after upgrade and the other is a very generic complaint; not enough to treat as the same bug." }, { "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." + "reason": "Import slowness and broken lazy loading are related only at a very high level, not the same underlying defect." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "SAM3 model-type warning and Liger Kernel application with model_init are unrelated." + "reason": "Python version compatibility and Qwen3-VL output corruption are unrelated." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Python-version compatibility and a Qwen3-VL output bug do not match." + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to Liger kernel application with `model_init`." }, { "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." + "reason": "Flash Attention 2 support missing for Nemotron is unrelated to Qwen3-VL 2D bbox errors." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as the vague bug report." + "reason": "Tokenizer save metadata mismatch is a specific serialization bug, not a duplicate of a generic issue 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." + "reason": "`position_ids` buffer access error is a concrete tensor/buffer bug; the other issue is too generic." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs ignore are unrelated regressions." + "reason": "Broken env command and inverse-sqrt scheduler kwargs are different features and failure modes." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." + "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking are unrelated bugs." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance and HybridCache import failure are different import problems." + "reason": "Import * performance regression and missing `HybridCache` export/import are different import problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import-star slowdown and a testing_utils bug are unrelated." + "reason": "A performance issue from import * usage is unrelated to a testing utility bug." }, { "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." + "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are unrelated." }, { - "left": "issue:43874", + "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "GLM46VImageProcessorFast missing a method is a specific multimodal tokenizer bug, not a generic v5 breakage report." + "reason": "Python compatibility breakage is not the same as a generic v5 breakage complaint." }, { "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." + "reason": "Same model family, but different bug reports: Qwen3-VL bbox issue versus Qwen3.5-MoE from_pretrained error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and tied-weight key handling are unrelated implementation issues." + "reason": "`post_init` policy on patchtsmixer and `_get_tied_weight_keys` crashing on a list are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation references to pipeline() and scheduler kwargs forwarding are unrelated." + "reason": "Docs still referencing `pipeline()` and inverse-sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around `input_ids`/`past_key_values` is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time slowdown and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied with `model_init` and flash_attention_3 training degeneration are different bugs and code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are both broad v5 issues, but not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation omission is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight key lookup crash are different serialization utilities." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not establish the same Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and scheduler kwargs are unrelated." } ] }, @@ -15011,26 +15087,20 @@ "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", @@ -15038,24 +15108,16 @@ "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:41669|issue:43704", "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:42371|issue:43704", "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", @@ -15063,8 +15125,8 @@ "issue:44261|issue:45468", "issue:42913|issue:43066", "issue:44908|issue:44998", - "issue:44861|issue:45290", "issue:44492|issue:44998", + "issue:44861|issue:45290", "issue:44998|issue:45850", "issue:43618|issue:44998", "issue:44998|issue:45341", @@ -15079,284 +15141,233 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "3e117645c3f8369a79dfeb52021e32360be9a563fb3aa6fd0f3dfc4984dd380f", + "prepared_review_unit_hash": "5791fb713f284bc7d30be52bdda3f3343192c6811d81382cb8b9c2275b868419", "component_budget": { "node_count": 404, "item_count": 404, - "soft_pair_count": 1512, - "serialized_chars": 779893, - "estimated_input_tokens": 194974, - "estimated_eval_tokens": 390204 + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 }, "budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 40, - "serialized_chars": 35531, - "estimated_input_tokens": 8883, - "estimated_eval_tokens": 18022 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 32, + "serialized_chars": 29799, + "estimated_input_tokens": 7450, + "estimated_eval_tokens": 15156 }, "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.", + "summary": "These items are mostly not duplicates. There is a loose Transformers v5 / loading-regression theme, but the soft pairs generally point to different concrete bugs, so none should be merged as the same underlying issue.", "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_issue_reason": "No exact duplicate stands out; issue 45310 is the clearest representative of the recurring v5/from_pretrained loading-breakage theme, while most other items are either unrelated, documentation-only, or model-specific variants.", "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_issue_reason": "45310 is the best umbrella issue in this set because it is a concrete, user-facing v5 loading regression and sits closest to the main repeated pattern; the others are mostly narrower or unrelated symptoms.", "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." + "reason": "Different bugs: timestamp calculation in a processor vs RoPE implementation for GLM-5." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." + "reason": "Processor timestamp bug and scheduler-kwargs bug are unrelated code paths." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Import-star performance cleanup is not the same as a VRAM leak in Qwen3ForCausalLM." + "reason": "Documentation confusion is not the same as a model-loading regression." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "A documentation issue and a model-loading regression are not the same bug." + "reason": "Import-star cleanup/performance issue and VRAM leak are different problems." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Forward doc confusion is unrelated to an import error in flash attention utils." + "reason": "Docs issue vs an ImportError in flash-attention utils; not the same bug." }, { "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." + "reason": "Both involve model init/loading, but they are distinct failures with different triggers and fixes." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and unrelated implementation issues." + "reason": "Separate model-specific positional-encoding bugs in different architectures." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "A VRAM leak is not the same as RoPE implementation concerns." + "reason": "VRAM leak in multi-threaded use is unrelated to RoPE math." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "TF32 settings warnings and VRAM leakage are unrelated." + "reason": "local_files_only network access bug vs timestamp calculation bug." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Local-files-only network requests and timestamp calculation bugs do not share the same cause." + "reason": "TF32 settings issue and VRAM leak are unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are different processor bugs." + "reason": "Timestamp computation in a processor is not the same as save_pretrained missing files." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp logic is unrelated to multi-thread VRAM leaks." + "reason": "Different symptoms and subsystems: timestamp math vs memory leak." }, { "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." + "reason": "torch.split return handling in a MoE indexer is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and audio positional encoding are different code paths." + "reason": "CPU offload device mismatch and positional encoding are different concrete bugs." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA layernorm epsilon precision discussion is unrelated to Gemma-4 audio encoding." + "reason": "RMS norm epsilon precision issue is not the same as audio positional 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." + "accept": false, + "reason": "Both are tokenizer/v5-related, but they describe different tokenizer regressions and are not clearly one bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs and an off-topic spam issue are unrelated." + "reason": "Scheduler kwargs bug and an unrelated 'Unemployment' issue do not match." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "Tied-weight key handling is unrelated to chat template crashes on tool-call messages." + "reason": "Typo in cache strategies is unrelated to the other issue." }, { - "left": "issue:44492", - "right": "issue:44998", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "A cache-strategy typo is unrelated to the off-topic issue." + "reason": "Tied-weights helper crash and chat-template tool-call crash are different failure paths." }, { "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." + "reason": "No relation: 'Unemployment' is not the same underlying issue as broad model breakage." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." + "reason": "CLIPOutput attentions regression and an unrelated issue title are not duplicates." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "A testing_utils bug and an off-topic issue are unrelated." + "reason": "Unemployment vs a testing_utils bug is plainly unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key list handling." + "reason": "Missing pad_token_id in Llama4Config and a tied-weights AttributeError are different bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLm pad_token_idx regression does not match tied-weight key crashes." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as _get_tied_weight_keys crashing." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an import error are unrelated failures." + "reason": "Checkpoint loading slowness and an import error are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request is unrelated to processor.save_pretrained file omissions." + "reason": "fp8 support request for Qwen3-VL/Qwen3.5 MoE vs missing processor files after save_pretrained." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting for failed training jobs is unrelated to slow from_pretrained loading." + "reason": "MLFlow reporting failure and slow from_pretrained loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bugs are different issues." + "reason": "Slow checkpoint loading and tensor-parallel training bug are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and forward documentation confusion are unrelated." + "reason": "Loading performance issue and documentation confusion do not describe the same bug." }, { "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." + "reason": "Both mention Qwen3.5/MoE, but one is fp8 support and the other is a concrete from_pretrained regression." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regressions are different bug reports." + "reason": "Checkpoint-loading slowness and tokenizer-loading regression are not the same underlying defect." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models and fp8 inference support are unrelated." + "reason": "Continuous batching audio-model support and fp8 inference support are different feature gaps." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15381,7 +15392,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "ea9118bf0174f2df4b766fb94e2ec622267b380f5d6db559926866e0e9d5ec8d", + "prepared_review_unit_hash": "6f18bc560b8d3db383c405886088e868425d0715269174c4a12893c62828b2cb", "component_budget": { "node_count": 3, "item_count": 3, @@ -15403,24 +15414,24 @@ "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.", + "summary": "Only the two model-loading issues are remotely related; the tokenization issue is unrelated. Even the model-loading pair looks like different bugs: one is about a bad auth/error path for private models, the other is a general failure loading a public model.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #16618 is the most concrete and central model-loading failure in this set, so it is the better representative if these are being grouped at all.", "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_issue_reason": "#16618 is the best issue to anchor the cluster because it is the most direct user-facing loading failure; #15980 is narrower and #13244 is off-topic.", "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." + "reason": "Different underlying problems: Tapas tokenization mismatch versus inability to load bert-base-uncased. Same broad ML area, but not the same bug." }, { "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." + "reason": "Both concern model download/loading, but one is specifically about a private-model authentication error message while the other is a general failure to load a public model. Not the same concrete code-path problem." } ] }, @@ -15450,7 +15461,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "f96d9cece4283d820880f5723173ba3f38743b701a9a4798753b65211aa8620e", + "prepared_review_unit_hash": "2abbbde6b99f1a27110faaf917808293d46ff85bb499ddcfa688bbee912a7cf8", "component_budget": { "node_count": 2, "item_count": 2, @@ -15472,18 +15483,18 @@ "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).", + "summary": "These two issues are not duplicates: one tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They share a broad \u201ccommunity contribution\u201d framing but describe different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "issue:26350 is the better representative only because it has much higher discussion activity and is the more established tracking thread; however, it is not a duplicate of issue:33260.", "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_issue_reason": "issue:26350 has stronger engagement and appears to be the more prominent community-tracking issue, making it the best single issue to keep as the cluster representative.", "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." + "reason": "Reject: the titles and descriptions point to different feature requests\u2014Flash Attention 2 vs GGUF support\u2014so they do not appear to be the same underlying bug or change." } ] }, @@ -15525,12 +15536,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "e709f3dc4f9a92f4c58736e328bef7a8d0ae9889d362188b0211ad189fd5ebeb", + "prepared_review_unit_hash": "bd7ca93463fd1fbb2b12ae31302ce3c242003d8133880745f2eaff4794c01328", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6443, + "serialized_chars": 6442, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15538,7 +15549,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6443, + "serialized_chars": 6442, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15547,78 +15558,78 @@ "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.", + "summary": "This cluster is mostly an i18n docs-translation request pattern. The Turkish and Spanish issues are separate language-specific requests, while the three generic \"[i18n-]\" issues look like near-exact duplicates of the same template-style issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the best canonical representative because it is the generic translation-request template and sits at the center of the near-identical generic issues.", "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_issue_reason": "issue:43834 is the cleanest issue to keep as the representative duplicate target; the generic template issues are effectively the same request, while the Turkish and Spanish tickets are distinct language-specific requests.", "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." + "reason": "Different concrete language request (Turkish vs generic template), so 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." + "reason": "Turkish-specific request is not the same as a generic template issue." }, { "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." + "reason": "Language-specific Turkish request does not match the generic placeholder 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." + "reason": "Different target languages and therefore different translation tasks." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific translation request is not the same underlying issue as the generic template entry." + "reason": "Spanish-specific request is distinct from the generic template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish docs translation and the placeholder template are related but not the same concrete request." + "reason": "Different concrete language request versus a generic template duplicate." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request is distinct from the generic template issue." + "reason": "Spanish request and generic template are not the same underlying 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." + "reason": "Near-exact same generic template issue; titles and body sizes are effectively identical, so they appear to be duplicates." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Near-identical title/body and same template wording indicate the same underlying issue." + "reason": "Same generic translation template with near-identical content, indicating duplicate issues." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "These are effectively the same template issue, duplicated with only trivial differences." + "reason": "These are the same generic placeholder issue with only trivial variation, so they should be merged as duplicates." } ] }, "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." + "feedback": "The summary is well grounded in the packet: the generic [i18n-] issues are extremely close in title/body length and have very high soft similarity, while the Turkish and Spanish issues are clearly language-specific by title. The soft-edge verdicts are conservative overall, and the canonical representative choice is reasonable." }, "evaluator_used": true, "retried": false, @@ -15692,7 +15703,7 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "0c659032bc0c87155f525134bd4da1b0eb227093ef733cd02dcf41583989aefa", + "prepared_review_unit_hash": "8dca3a17a9667b07b864aeff0b9b4e73c5d6b4c3a58e5dad74b4a77e5cb7abfc", "component_budget": { "node_count": 15, "item_count": 15, @@ -15714,222 +15725,240 @@ "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.", + "summary": "This cluster is only superficially similar: it groups many distinct model-request issues (different models, modalities, and architectures). The shared pattern is \u201cadd/support model X,\u201d but they are not duplicate bug reports or mergeable change requests.", + "confidence": 0.97, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different target models: EuroBert vs DEIMv2." + "reason": "EuroBert config support and DEIMv2 are different models with no shared concrete change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different target models: EuroBert vs Qwen3-TTS." + "reason": "EuroBert config support and Qwen3-TTS are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different target models: EuroBert vs RF-DETR." + "reason": "EuroBert and RF-DETR are different architectures and implementation paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Different target models: RF-DETR vs DEIMv2." + "reason": "RF-DETR and DEIMv2 target different models; only broad subsystem similarity." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different target models: RF-DETR vs LFM2.5 Audio 1.5B." + "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio support." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different target models: RF-DETR vs circuit-sparsity transformer." + "reason": "RF-DETR and weight-sparse transformer requests do not share the same code path." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different target models: RF-DETR vs Qwen3-ASR." + "reason": "RF-DETR and Qwen3-ASR are different model integrations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different target models: RF-DETR vs Qwen3-TTS." + "reason": "RF-DETR and Qwen3-TTS are different requests and not mergeable as one change." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "Different target models: NeoBERT vs Qwen3-ASR." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different target models: NeoBERT vs circuit-sparsity transformer." + "reason": "NeoBERT and sparse transformer support are different model/code-path changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "Different target models: NeoBERT vs LFM2.5 Audio 1.5B." + "reason": "NeoBERT and LFM2.5 Audio support are distinct models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families; not the same underlying request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "Different target models: RF-DETR vs NeoBERT." + "reason": "RF-DETR and NeoBERT are separate model integrations." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Different target models: NeoBERT vs ModernVBERT." + "reason": "NeoBERT and ModernVBERT differ in model architecture and support target." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "Different target models: MiniCPM3 vs Qwen3-ASR." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model additions." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "Different target models: MiniCPM3 vs circuit-sparsity transformer." + "reason": "MiniCPM3 and sparse transformer support do not appear to be the same concrete change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different target models: MiniCPM3 vs ModernVBERT." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Different target models: MiniCPM3 vs Voxtral TTS." + "reason": "MiniCPM3 and Voxtral TTS support target different models and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "Different target models: DEIMv2 vs Qwen3-TTS." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "Different target models: ModernVBERT vs Qwen3-ASR." + "reason": "ModernVBERT and Qwen3-ASR are different model integrations." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "Different target models: ModernVBERT vs Qwen3-TTS." + "reason": "ModernVBERT and Qwen3-TTS are different model families and code paths." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Different request types: ModernVBERT model add vs generic BERT-like RoPE discussion." + "reason": "ModernVBERT is a specific model request; BERT-like RoPE is a broader architectural theme, not the same issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Different target models: BERT-like RoPE models vs Voxtral TTS." + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same broad audio area, but distinct models: Qwen3-TTS vs Qwen3-ASR." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are separate modalities and implementations." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Different target models: Qwen3-TTS vs Voxtral TTS." + "reason": "Qwen3-TTS and LFM2.5 Audio support are different model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Different target models: Qwen3-TTS vs DeepSeek-OCR2." + "reason": "Qwen3-TTS and sparse transformer support do not share a concrete code path." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Different target models: Qwen3-TTS vs circuit-sparsity transformer." + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough for duplication." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45177", "accept": false, - "reason": "Different target models: Qwen3-TTS vs LFM2.5 Audio 1.5B." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Different target models: Qwen3-ASR vs LFM2.5 Audio 1.5B." + "reason": "Qwen3-ASR and LFM2.5 Audio support are separate audio-model requests." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Different target models: Qwen3-ASR vs EUPE." + "reason": "Qwen3-ASR and sparse transformer support are different change requests." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Different target models: Qwen3-ASR vs circuit-sparsity transformer." + "reason": "Qwen3-ASR and Voxtral TTS are different models and implementation targets." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Different target models: Qwen3-ASR vs Voxtral TTS." + "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete fix." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Different modalities and models: LFM2.5 Audio vs SAM3-LiteText." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model support requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Different target models: circuit-sparsity transformer vs EUPE." + "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are distinct models; same general audio area is too broad." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "Different target models: NeoBERT vs Voxtral TTS." + "reason": "NeoBERT and Voxtral TTS are different model implementations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Different target models: Qwen3-ASR vs DeepSeek-OCR2." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are not the same underlying request." } ] }, @@ -15970,7 +15999,7 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "3dc08a3bae3da19633e7ba4f107911917dadc7d46829ba0b207dfa5ec83b894c", + "prepared_review_unit_hash": "f4b6f4b6d8fefc7311e1333c5d3dbdc54d7e352cd5057e9ed7051639cd4895f6", "component_budget": { "node_count": 6, "item_count": 6, @@ -15992,18 +16021,18 @@ "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.", + "summary": "These issues are not true duplicates; they span unrelated models, config typing, tokenizer warnings, and a typo in a quantization path. The cluster looks like a weak soft-similarity bundle rather than one underlying bug.", "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_issue_reason": "issue:44031 is the most discussion-heavy and broadly user-facing item in the set, so it is the best anchor if one issue must represent the cluster, but it is not actually a duplicate 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_issue_reason": "issue:44031 is the best single representative by activity and generality, though the cluster is too heterogeneous for a real duplicate merge.", "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." + "reason": "Different components and bug types: Llama4 norm behavior vs ModernBERT config type hint." }, { "left": "issue:42936", @@ -16015,37 +16044,37 @@ "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different areas: segmentation ignore_value usage vs tokenizer regex warning regression." + "reason": "Mask2Former loss-target handling and tokenizer regex warnings are unrelated subsystems and failures." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss/input handling is unrelated to a typo in a quantization-operation attribute." + "reason": "Mask2Former ignore_value bug is unrelated to a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different subsystem and bug type: segmentation config/logic vs ModernBERT config typing." + "reason": "Different model and issue class: missing ignore_value usage vs incorrect type hint." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs forwarding is unrelated to an incorrect type hint in a config class." + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing do not describe the same underlying problem." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Type-hint metadata issue vs tokenizer regex warning regression; no shared code-path." + "reason": "A config type-hint correction is not the same bug as tokenizer regex warning regressions." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and a typo in an attribute name are different concrete issues." + "reason": "These are unrelated: ModernBERT norm_eps typing vs a typo in orig_conversion.quantization_operation." } ] }, @@ -16075,12 +16104,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "192c76bb6553943719ab9d0fc8f51d351e50feda27feb5b6e9aabb53a5e9c617", + "prepared_review_unit_hash": "4aa3bb0debe8b5c4028925167c31baec4d1f76d49c5236acee90b14d9960781e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1478, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16088,7 +16117,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1478, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16097,18 +16126,18 @@ "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, + "summary": "These two issues are not duplicates: one asks for DeepSeek v3.2 support, while the other is a vague request about set block decoding. They refer to different feature areas and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43037 is the more specific and actionable issue; it clearly describes a concrete model support request, unlike the more ambiguous block-decoding title.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43037 is the best representative of the cluster because it is the clearer, better-scoped issue and most likely to remain useful for tracking work.", "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." + "reason": "The titles indicate different underlying requests: block decoding behavior vs adding DeepSeek v3.2 support. There is no evidence they describe the same bug or change." } ] }, @@ -16138,7 +16167,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "24d1e160b8113bb2067053a7c5758244176c184a7294dda46b5b7b1a213bf04d", + "prepared_review_unit_hash": "c7f1c1deedac6a4f10a5304c322ae85141875629e11e38e2bcac387039a28f2a", "component_budget": { "node_count": 2, "item_count": 2, @@ -16160,18 +16189,18 @@ "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`).", + "summary": "The two issues are related only at a broad theme level (custom trainers), but they target different Trainer behaviors: column removal customizability vs FLOPS estimation. They should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43598 is the more central Trainer customization request and is the cleaner representative of the cluster's shared theme.", "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_issue_reason": "#43598 is the best issue representative because it names a concrete Trainer behavior to revise, whereas #43600 is a separate FLOPS-accounting 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." + "reason": "Both mention custom trainers, but they address different code paths and outcomes: one is about `remove_unused_column` customizability, the other about FLOPS estimation. Not the same underlying bug/change." } ] }, @@ -16201,12 +16230,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "925cea35b28b7c26ccd1a1147bb226aeeaf81ff6ba6825c8dcb384bccb803101", + "prepared_review_unit_hash": "12158194cd046ba4337352f61da13d45c9572c258ebceb6a2cee47de6ce5580f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16214,7 +16243,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16223,18 +16252,18 @@ "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.", + "summary": "These two issues are related only at a very broad theme level (Qwen model AutoModel support) but describe different model families and different API gaps: one is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other about AutoModelForSequenceClassification support for Qwen3.5. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43684 is the broader, more central request for auto-class registration support; #44405 is a separate, narrower task for a different config and head.", "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_issue_reason": "#43684 is the better representative of the cluster because it covers the larger registration gap and is closer to a general model-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." + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. Same ecosystem, but not the same bug or fix." } ] }, @@ -16271,12 +16300,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "c03a94bc8c2e2adba40ac1b292d4ff12911299f4503576e2d2645bdfe71a3bd6", + "prepared_review_unit_hash": "46648f21cfcb4b04ae4ae9aba0b3b9accb30dae283649b208f36be781675523a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -16284,7 +16313,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -16293,58 +16322,55 @@ "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.", + "summary": "All four issues are extremely sparse and title-only; three share the same generic \"huggingface\" title, but there is no body detail to confirm the underlying problem. I would treat 43845 as the tentative representative only because it is the earliest of the repeated-title issues, but no soft pair is safe to merge on the available evidence.", + "confidence": 0.24, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\"-titled issues, so it is the best tentative canonical representative among the near-identical titles. However, the lack of any meaningful body text makes this a weak choice.", "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_issue_reason": "issue:43845 is the best global issue candidate only by chronology and repeated title pattern; the cluster lacks enough content to prove it captures the real bug/feature request.", "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." + "reason": "Titles differ and there is no body/detail linking them to the same bug; soft similarity alone is not enough." }, { "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." + "reason": "Same as above: no concrete shared problem is visible, only weak text similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Weak similarity only; the available metadata does not indicate the same underlying bug or change." + "reason": "No evidence these describe the same underlying issue; \"Fett\" is too distinct and underspecified." }, { "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." + "accept": false, + "reason": "The titles match, but there is no description or other evidence to confirm the same underlying bug." }, { "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." + "reason": "Repeated generic title is not enough to merge; no concrete problem statement is available." }, { "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." + "reason": "Same generic title, but insufficient evidence to conclude they are the same 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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16378,88 +16404,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e8ba0672a865f238d68a82b59283b6c6c8532079de745dd34e3c50858538211e", + "prepared_review_unit_hash": "dd765df19bbfe1b6719a5aff388328abaf23236b06a267894fe07e4918f9de96", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are 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.", + "summary": "This cluster is dominated by low-information spam-like issues with no reliable evidence that they share one concrete underlying bug or request. No soft duplicate edges should be accepted; 44371 is only a weak canonical placeholder because it is the earliest exact '' item.", + "confidence": 0.88, + "canonical_issue_reason": "44371 is the earliest exact '' report, so it is the best placeholder canonical among otherwise sparse spam-like issues.", "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_issue_reason": "44371 is the most representative issue only by chronology and genericity; the rest are either later spam placeholders or unrelated low-detail titles.", "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." + "reason": "Both are '' placeholders, but identical generic titles alone do not prove the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same placeholder title, but there is no substantive evidence of the same bug/request." + "reason": "Both are '' placeholders with no substantive details tying them to one concrete duplicate report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Different topics: generic spam vs a documentation enhancement suggestion." + "reason": "One is a spam placeholder and the other is a documentation enhancement suggestion; they do not describe the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different titles and no shared technical context; not the same underlying issue." + "reason": "'' and 'Check out \"Google LLC\"' are unrelated low-content titles without evidence of the same underlying bug or request." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement suggestion does not match a spam placeholder issue." + "reason": "Documentation enhancement vs. spam placeholder; no shared concrete problem is visible." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement suggestion does not match a spam placeholder issue." + "reason": "Documentation enhancement vs. spam placeholder; these do not look like duplicates." }, { "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." + "reason": "Both are generic '' issues, but there is no evidence they refer to the same actual report beyond the placeholder title." }, { "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." + "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; no clear common bug/change exists." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam title vs a specific quoted-name issue; not enough overlap to merge." + "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; unrelated titles and no shared concrete issue." } ] }, @@ -16489,49 +16515,49 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f1c4ca03d9fbdc274677ea4153de67c1f99337699be5f9f80a69e86709d461c2", + "prepared_review_unit_hash": "e941b4cf8a44a18e752d6fda78d5fdad75692c0e236d0c0080366d101356d9db", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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.", + "summary": "The two closed issues are likely duplicates: they have an identical title, very similar body lengths, and no distinguishing links, targets, or code evidence in the packet. The evidence is soft rather than definitive, so this should be treated as a likely duplicate rather than a confirmed one.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45145 is a reasonable canonical issue because it is the earlier of the two and shares the same title as #45151, with no packet-level evidence of substantive differences.", "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_issue_reason": "Issue #45145 is the best representative issue because it is the earlier submission and appears likely to describe the same proposal as #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." + "reason": "Identical title and similar body size make these likely duplicates, though the packet only provides soft-similarity evidence and does not prove they are identical reports." } ] }, "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." + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet. We can ground that the issues share an identical title, similar body lengths, and only soft-similarity evidence, but we cannot verify from the packet that there are \u2018no substantive differences\u2019 or that they are definitely duplicate reports of the same proposal. Please soften the wording to \u2018likely duplicate\u2019 and keep the confidence more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16609,7 +16635,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "2cb52f0fb76266e4153de371e196ee71c9d77dee4b3f408af62c7fbef0878dba", + "prepared_review_unit_hash": "c453de04b6a23796d8064e144e389a8130bdc68f411dcceaf6036366f440fef8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16631,18 +16657,18 @@ "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.", + "summary": "These are two different 4-bit inference bugs: one Gemma4/audio-module `torch.finfo()` TypeError on `uint8` weights, and one BitsAndBytesConfig `llm_int8_skip_modules` behavior that drops the default `lm_head` exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the cleaner representative of the cluster because it describes a specific BitsAndBytesConfig regression with a clear repro and code-path focus; 45672 is a separate Gemma4/audio-module failure.", "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_issue_reason": "45674 is the best issue to keep as the representative item: it is narrowly scoped, clearly articulated, and more likely to serve as a useful reference for similar reports.", "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." + "reason": "Different failure modes and root causes: `torch.finfo()` on `uint8` Gemma4 audio weights versus `llm_int8_skip_modules` clearing the default exclusion list. Not the same bug and not mergeable as one fix." } ] }, @@ -16672,7 +16698,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "16467cccb4d09e6eb4c614fda9516e16b6f186cff83331768d822e5c0c0fa486", + "prepared_review_unit_hash": "5340e0b61634a5ec3b3bdd53a6b3a2b5c50b7aae39055094b55c6c315fed5f48", "component_budget": { "node_count": 2, "item_count": 2, @@ -16694,8 +16720,8 @@ "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, + "summary": "Two closed issues with unrelated-looking personal-name titles and no bodies or links; they do not appear to describe the same underlying problem.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16705,7 +16731,7 @@ "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." + "reason": "Rejected: these are just two different name/date issue titles with no shared context, body, links, or technical problem statement." } ] }, @@ -16735,7 +16761,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "7f0fbd54386ffd966344dd2c9427322e06667ca2f81fb64dc482b0ec43ba8e10", + "prepared_review_unit_hash": "820ba1143cfad4d1b2bc1ade339858186f714cb9b6ca2de000fce5848b591a7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -16757,18 +16783,18 @@ "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.", + "summary": "These are not duplicate actionable issues; both entries are empty, unrelated personal-name/date titles with no bug description or shared technical context.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue can be identified from the content because both issues are empty and unrelated.", "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_issue_reason": "Neither issue is a strong representative because neither contains any actionable report or technical details.", "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." + "reason": "The titles refer to different personal-name/date entries and provide no evidence of the same underlying bug or request." } ] }, @@ -16808,12 +16834,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5b18e6b3af0c7cbe45b8575c7f247d6b33731da8a199f16149459e4c14ae4bbe", + "prepared_review_unit_hash": "fe948393c87ddc181c387805c91bc26b90c4b95173c1b3ec2094aba902299480", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -16821,7 +16847,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -16830,69 +16856,69 @@ "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.", + "summary": "This cluster is heterogeneous: it contains two separate exact duplicate pairs (45870/45871 and 45872/45873) plus an unrelated dataset-promo issue (45869). The cross-pair financial-time-series items are similar in theme but not the same underlying request.", + "confidence": 0.94, + "canonical_issue_reason": "45872 is the strongest representative of a true duplicate pair because it has the fuller description and an exact twin (45873), but the overall cluster is not one single issue and really should be split into two clusters.", "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_issue_reason": "45872 is the best overall issue representative here: it is specific, detailed, and has an exact duplicate partner, making it the cleanest anchor among the available issues.", "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." + "reason": "Unrelated topics: a dataset bundle promo versus a financial time-series example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset bundle versus DataForge example. Similar finance phrasing only." + "reason": "Unrelated topics: a dataset bundle promo versus a financial time-series example request." }, { "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." + "reason": "Exact title match and matching issue content indicate a true duplicate." }, { "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." + "reason": "Both mention financial time series, but one is an example request and the other adds a scraping-service angle; not the same concrete 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." + "reason": "Different request text; only broad thematic overlap, not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue families despite overlapping finance/DataForge wording." + "reason": "Same broad domain, but these describe different example requests and should not be merged." }, { "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." + "reason": "Different request text; only broad thematic overlap, not a true duplicate." }, { "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." + "reason": "Exact title match and matching issue content indicate a true duplicate." } ] }, "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." + "accept": true, + "feedback": "The assessment is grounded in the packet: the two 1.0-Jaccard, same-title pairs are treated as duplicates, and the cross-pair items are conservatively kept separate. The cluster-level summary is also reasonable given the presence of two duplicate pairs plus a distinct singleton." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16945,12 +16971,12 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "9600df9095f87b4c61278366609323ffd40248237c7fa1b15dec338b6c46df35", + "prepared_review_unit_hash": "34698d4da6989ee60aa633f40371c0667339fed55d004309029a740364a9a506", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35205, + "serialized_chars": 35207, "estimated_input_tokens": 8802, "estimated_eval_tokens": 17860 }, @@ -16958,7 +16984,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35205, + "serialized_chars": 35207, "estimated_input_tokens": 8802, "estimated_eval_tokens": 17860 }, @@ -16967,132 +16993,132 @@ "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, + "summary": "This cluster is mostly heterogeneous. The only true duplicate/near-duplicate pair is the two `fixed_cross_entropy` PRs (43251 and 43254), which implement the same concrete loss-kwargs fix. The rest are unrelated model additions, refactors, docs, or tests.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the duplicate pair: it explicitly targets issue 43240 and directly patches `fixed_cross_entropy` to forward the supported `cross_entropy` kwargs.", "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.", + "best_pr_reason": "PR 43251 is the best overall representative because it matches the only genuine duplicate pair and contains the most direct, concrete implementation of the shared bugfix.", "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." + "reason": "Unrelated changes: VideoPrism model addition vs an ExecuTorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer helper methods for Mistral are unrelated to adding a new MobileLLM model." + "reason": "Different artifacts: Mistral tokenizer helper methods vs 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." + "reason": "Tokenizer API fix is unrelated to ExecuTorch export testing." }, { "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." + "reason": "Processor auto-loading robustness work is unrelated to the MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss function kwargs support and a new MobileLLM model are unrelated." + "reason": "Loss-function kwargs fix and a new MobileLLM model are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model cleanup." + "reason": "The cross-entropy kwargs fix is unrelated to Mistral4 test/model updates." }, { "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." + "reason": "ExecuTorch export tests and Mistral4 fixes target different code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export-shape testing is unrelated to model addition work." + "reason": "No shared bug/change: dynamic export testing vs new model scaffolding." }, { "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`." + "reason": "New MobileLLM model work is unrelated to config-resolution ordering in `modeling_utils`." }, { "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." + "reason": "A new model addition is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and the model-creation skill are unrelated." + "reason": "Falcon model refactor and the model-creation skill PR do not fix the same concrete code path." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are distinct changes." + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes and the `layrnorm` typo rename patch are different underlying issues." + "reason": "Mistral4 test/model changes are unrelated to the `layrnorm`/`layernorm` typo fix for CLIP-like models." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test fixes are unrelated to docs for audio/video processor guides." + "reason": "Different scope: Mistral4 fixes vs docs for audio/video processors." }, { "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." + "reason": "Mistral4 work does not share the same underlying bug as config-resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes are not the same as the model-creation skill scaffolding PR." + "reason": "Model-specific Mistral4 fixes are unrelated to the model-creation skill docs/tooling 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." + "reason": "A specific model addition is not the same change as a repository skill/documentation PR." }, { "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." + "reason": "New model code and docs-only processor guidance are not the same underlying change." }, { "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." + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue by adding/forwarding supported `cross_entropy` kwargs for issue 43240." } ] }, "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." + "feedback": "The summary is grounded in the packet: the only pair with explicit shared issue-target evidence is PR 43251/43254, and their diffs both patch `fixed_cross_entropy` in the same way, so treating them as the sole true duplicate/near-duplicate pair is conservative. The remaining soft-edge pairs are all rejected with reasons that stay within the visible filenames/diff previews and do not overclaim mergeability." }, "evaluator_used": true, "retried": false, @@ -17119,40 +17145,40 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "5904d7f3b906ddf1e86c0e833c0d98b9e0b19de3f218325c6db60466dd017ecf", + "prepared_review_unit_hash": "837e1d639831ea2fb7516811e2a13afa0840bbccb983e0327452f00279d905b5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "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, + "summary": "Two open PRs cover related VibeVoice work, but they target different changes: the first implements VibeVoice, while the second adds VibeVoice Realtime plus an acoustic tokenizer and generation updates. They overlap on shared model scaffolding, but they are not the same concrete change.", + "confidence": 0.9, "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.", + "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation and is more mature/non-draft, making it the better representative of the cluster\u2019s main model work.", "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.", + "best_pr_reason": "PR 40546 is the strongest single PR fit here because it implements the base VibeVoice codepath; PR 42781 is a follow-on realtime extension, not a duplicate change.", "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." + "reason": "They share the VibeVoice family and some files, but 42781 adds realtime-specific functionality and an acoustic tokenizer; it is a distinct follow-up rather than the same concrete bugfix/change." } ] }, @@ -17182,7 +17208,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "ffbec6b04efa242a83dcf0afb184a9a20b4dd95599ee5620fbcb9609758b6887", + "prepared_review_unit_hash": "00f25994a12068ad8ae03a93f1e4abe69b73a1470e8f4a86122c042ffe0decd6", "component_budget": { "node_count": 2, "item_count": 2, @@ -17204,18 +17230,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change, so the soft duplicate edge should be rejected.", + "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not describe the same bug or change, so this cluster should not be merged as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so there is no single underlying change to represent.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No best PR in a duplicate sense: neither PR is a representative duplicate of the other, since they address unrelated features in separate subsystems.", "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." + "reason": "Different features in different model families (TimesFM covariates vs. DINOv3 image classification); no shared concrete bug or change, and they could not plausibly be merged into one PR." } ] }, @@ -17310,46 +17336,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "4803c81ca128a3a194c4f002501109452ae067016238ea23bb18a5a4ac2ffcb3", + "prepared_review_unit_hash": "63a4473ceb7440512ec63298774be9e8ff3093e2d39a1e4d5e39542e3e8fcafe", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10408, - "estimated_input_tokens": 2602, - "estimated_eval_tokens": 5460 + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10408, - "estimated_input_tokens": 2602, - "estimated_eval_tokens": 5460 + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 }, "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.", + "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6) that share the usual Transformers boilerplate files, but they target different models and code paths. They are not duplicates of one another.", "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.", + "best_pr_reason": "No single PR stands out as a duplicate-canonical representative because each PR introduces a different model integration with distinct implementation and tests.", "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." + "reason": "Different model integrations: DeepSeek OCR vs Isaac. The overlap is only in standard new-model plumbing files, not the same underlying bug or 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." + "reason": "Different model integrations: Isaac vs Kimi2-6. Shared auto-registration/docs scaffolding is expected and does not indicate the same code-path fix." } ] }, @@ -17379,7 +17405,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "5106824907f08f12ba78405ed3e6d213767808274feccdc556ef3d9ea7025a61", + "prepared_review_unit_hash": "52bfa5a2152675c80576ad8e7d96a3ec427e3738bdbd417b9fed844af23feb08", "component_budget": { "node_count": 2, "item_count": 2, @@ -17401,18 +17427,18 @@ "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, + "summary": "Two distinct workflow-maintenance PRs: one upgrades core GitHub Actions (`checkout`, `cache`, `upload-artifact`) for Node 24 compatibility, while the other bumps Docker build actions (`docker/build-push-action`) and related workflow actions to newer versions. They overlap in some files but target different action families and different compatibility goals.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "No single canonical PR: these are separate changes with different action ecosystems and migration goals, so neither subsumes the other as a duplicate.", "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.", + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer, broader compatibility theme and touches more workflow entrypoints, but it is still not a duplicate of PR 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." + "reason": "Overlap is only at the workflow-maintenance level. PR 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; PR 42976 updates docker/build-push-action and a few related actions. Different concrete changes, not mergeable as one same-fix PR." } ] }, @@ -17455,30 +17481,30 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "4a780e5b5fd49f103e77ac63f566aac4873fdff442d7595924cedecd65220c84", + "prepared_review_unit_hash": "7389fe2b363b9c6574a89019063beae37b66fee81957d4672dd058f465f510f8", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23541, - "estimated_input_tokens": 5886, - "estimated_eval_tokens": 12028 + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23541, - "estimated_input_tokens": 5886, - "estimated_eval_tokens": 12028 + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 }, "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, + "summary": "All soft edges are false positives. The cluster mixes unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Lfm2 Audio, CTSM, PP-OCRv6/PPLCNetV4) plus one distributed pipeline-parallel infrastructure PR, so they do not share the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17488,55 +17514,55 @@ "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." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry updates are incidental, not the same code-path fix." }, { "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." + "reason": "Different model additions: ViT NEPA vs Molmo2. These are separate features, not one mergeable fix." }, { "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." + "reason": "Different model additions: ViT NEPA vs CTSM. Same broad pattern, but unrelated underlying change." }, { "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." + "reason": "Molmo and Molmo2 are distinct model families with different files and functionality; not the same PR." }, { "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." + "reason": "Molmo vs CTSM are separate model-support PRs with no shared concrete bug or implementation path." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are distinct model additions with different implementations and tests." + "reason": "Molmo2 vs CTSM are unrelated model additions; overlap is only in common registry/docs plumbing." }, { "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." + "reason": "Lfm2 Audio support and PP-OCRv6 text recognition support are different model families and different model stacks." }, { "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." + "reason": "Pipeline-parallel loading infrastructure vs OCR model support are unrelated changes; no shared concrete bug or code path." }, { "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." + "reason": "CTSM model support and PP-OCRv6/PP-LCNetV4 support are separate model additions, not duplicates." } ] }, @@ -17569,7 +17595,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "32e6c2ca7dff89e4dec9f37fe8afea4d6c4a2f9bd718998591ce17cf7ed30480", + "prepared_review_unit_hash": "27e65c85fbdb232094a4cac281b192b55b7d10232b2453d0f24129d938e60c8d", "component_budget": { "node_count": 3, "item_count": 3, @@ -17591,30 +17617,30 @@ "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, + "summary": "The cluster is not a duplicate set: one PR is a Whisper tokenizer/test fix, one is a mostly test-only CLIP/ViT PR, and one is a substantive FP8 dequant/loading fix. They do not appear to patch the same underlying bug or code path.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR #44815 is the strongest canonical PR because it contains the clearest real product fix across loading/FP8 code paths, while the others are test-focused and unrelated subsystems.", "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.", + "best_pr_reason": "PR #44815 is the best representative of the cluster since it is the only substantive implementation change; the other PRs are either test-only or about Whisper tokenization/tests and do not match its bug scope.", "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." + "reason": "Different models and different problems: Whisper tokenizer decoding/tests versus CLIP/ViT test edits. No shared concrete code-path bug." }, { "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." + "reason": "Whisper decode/tokenizer behavior is unrelated to the FP8 dequant/model-loading changes in #44815." }, { "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." + "reason": "Do not merge: #43665 is test-only for CLIP/ViT, while #44815 fixes FP8 loading/dequantization. They are not the same underlying change." } ] }, @@ -17644,7 +17670,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "c241f6faca7811513e547863059e50d5182775f9cd14f088aabe50864499e69a", + "prepared_review_unit_hash": "e0c4a064e60148fefd4e1f8a71caadf248943b162e921ab4c1f2ba1d83441989", "component_budget": { "node_count": 2, "item_count": 2, @@ -17666,18 +17692,18 @@ "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, + "summary": "The two pull requests are not duplicates: #43488 is a small setup/version and test-bot placeholder change, while #43532 rewires CI/workflow and testing utilities. They only overlap on a shared vit test file, not the same underlying fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: the change sets address different concerns and do not look mergeable into one concrete fix.", "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.", + "best_pr_reason": "#43532 is the broader, more substantive PR, but it is still not a good canonical representative because it targets a different problem than #43488.", "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." + "reason": "Shared test-file overlap is incidental; the PRs modify different code paths and purposes, so they are not the same underlying change." } ] }, @@ -17707,12 +17733,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "8ba9dc26acb0258cf962641870a6c165cb68f46c92b5d351ac765c23eb787f27", + "prepared_review_unit_hash": "ac0be5521819da3906bdf6867ff19cdc3432a6a8faf68caa0c6d67da18e513b7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17720,7 +17746,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17729,18 +17755,18 @@ "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.", + "summary": "These PRs are related scaffoldings for segmentation pipelines, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share registry/docs/test plumbing, but the concrete pipeline files, model integrations, and task docs are distinct, so they should not be treated as 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.", + "canonical_pr_reason": "Not a duplicate pair: the PRs target different segmentation tasks and add different pipeline implementations.", "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.", + "best_pr_reason": null, "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." + "reason": "Different underlying change: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different pipeline/model/test files. Shared docs/registry updates are just common scaffolding." } ] }, @@ -17770,7 +17796,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b690fff448820272037409f2d469f909b5d5c701145af1381a13a8c6b0ac4100", + "prepared_review_unit_hash": "97a18657d8a4d8b11390a9444ae9084a49310f9de3fda4c043a34b1fdde1098d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17792,18 +17818,18 @@ "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, + "summary": "The two PRs both touch `src/transformers/trainer.py`, but they address different trainer behaviors: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for custom trainers/PEFT. They are not duplicates.", + "confidence": 0.98, "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "PR #43651 is the more concrete, self-contained behavioral fix, but it is still unrelated to #43663.", "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." + "reason": "Reject: different code paths and different goals. #43651 changes loss scaling during training; #43663 adds a hook for signature-column filtering. Shared file alone is not enough to treat them as the same change." } ] }, @@ -17835,7 +17861,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "bddb75ea08d6c5207853a4a946ed972b69153ef23f4b5abbbea41653739b145c", + "prepared_review_unit_hash": "a350ce14b444bcbe6c6685f3d630e690db76b7af18a35fdbdb0049a3c34d229b", "component_budget": { "node_count": 3, "item_count": 3, @@ -17857,34 +17883,31 @@ "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.", + "summary": "All three PRs touch `src/transformers/cli/serve.py` and revolve around import-time/type-annotation `NameError` problems, but they do not look like duplicate fixes for the same concrete bug. The most focused PR is the one that directly stringifies `TypeAdapter` under `TYPE_CHECKING`.", "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.", + "canonical_pr_reason": "PR #43842 is the clearest, most targeted fix: it directly addresses the `TypeAdapter` import/runtime annotation issue by moving the import under `TYPE_CHECKING` and stringifying the annotation. The other PRs are broader or aimed at different annotation-related failures.", "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.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it is narrowly scoped to the concrete `TypeAdapter` NameError, with the smallest and most directly relevant code change.", "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." + "reason": "Both are annotation/import-time fixes in the same file, but #43656 appears to address broader forward-reference/type-hint evaluation cleanup, while #43842 specifically fixes `TypeAdapter` when pydantic is absent. Same subsystem, not clearly the same bug." }, { "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." + "accept": false, + "reason": "They share the same file and issue cluster, but #43836 looks like a larger Serve refactor with annotation wrapping, not the same concrete `TypeAdapter` NameError fix as #43842. Not safe to merge as duplicates." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18069,12 +18092,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "a85846067ded908a8b740187379a80c18601d258e59b4acb94792763cf2b5a3c", + "prepared_review_unit_hash": "873d6750e9fb45aab522738c3f0e51c1f60cd59b40f70411ba2988682c93fd8c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, + "serialized_chars": 84900, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -18082,7 +18105,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75095, + "serialized_chars": 75096, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -18091,399 +18114,351 @@ "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, + "summary": "This cluster is mostly a set of model-specific output-tracing refactors under the same umbrella issue. The conservative split is to reject cross-model pairs, but accept the GPT-J/CodeGen family overlaps and the GPT-Neo pair as same concrete change families.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "pull_request:44722 is the best canonical PR because it is the most consolidated representative of the GPT-J/CodeGen output-tracing refactor family, with direct overlap in both files and the shared issue target.", "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.", + "best_pr_reason": "pull_request:44722 is the best overall representative because it captures the broadest concrete GPT-J/CodeGen fix set and is more complete than the narrower GPT-J-only variants.", "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." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same umbrella issue is not enough." }, { "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." + "reason": "Different model implementations (CVT/FNet vs DeBERTa v2); only the refactor theme matches." }, { "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." + "reason": "Same GPT-J output-tracing change family in the same code path; one is a narrower version of the other." }, { "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." + "reason": "RegNet vs EfficientNet are different model-specific refactors, despite the shared issue target." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen; shared umbrella issue only." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same pattern, different code paths." + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are different model implementations; no shared concrete failure/change." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." }, { "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." + "reason": "GPT-J/CodeGen versus MGP-STR; different model internals and fixes." }, { "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." + "reason": "GPT-J/CodeGen versus MPT; same refactor pattern, but not the same concrete code path." }, { "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." + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors against the same file and same implementation area." }, { "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." + "reason": "GPT-J/CodeGen and GPT-Neo are different model families and code paths." }, { "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." + "reason": "GPT-Neo and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths; no duplicate-level overlap." + "reason": "ResNet versus GPT-J/CodeGen; only the umbrella refactor theme overlaps." }, { "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." + "reason": "MGP-STR versus GPT-J/CodeGen are unrelated model-specific changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same standardized-output theme, but different concrete code paths." + "reason": "ResNet versus GPT-J; same theme, different concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-2 and ResNet are unrelated implementations; no shared duplicate bug/change." + "reason": "GPT-Neo and ResNet are unrelated model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model stacks; only the refactor style matches." + "reason": "ResNet and MPT are different implementations." }, { "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." + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same model-specific fix." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + "reason": "GPT-Neo versus Flaubert/XLM; different code paths." }, { "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." + "reason": "MPT and GPT-J/CodeGen are different model-specific refactors." }, { "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", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo vs MGP-STR; same umbrella issue only." + "reason": "GPT-Neo and GPT-2 are separate code paths." }, { "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." + "reason": "GPT-2 versus MGP-STR; no shared concrete bug/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." + "reason": "ViLT and Flaubert/XLM are different model-specific changes." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." + "reason": "SegFormer versus GPT-J/CodeGen; only the broad refactor pattern matches." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model stacks; same umbrella issue only." + "reason": "SegFormer and LongT5 are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are separate model-specific refactors." + "reason": "SegFormer versus VisualBert; same umbrella theme, different fix." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and MPT are different code paths." + "reason": "MPT and ImageGPT are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are unrelated model implementations." + "reason": "TextNet versus Flaubert/XLM; different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet and VisualBERT are unrelated code paths." + "reason": "GPT-J versus MGP-STR; not the same underlying change." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and SegFormer are separate model-specific changes." + "reason": "RegNet and GPT-Neo are separate model code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are different concrete implementations." + "reason": "MPNet versus LongT5; unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44066", + "right": "pull_request:44116", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model code paths." + "reason": "GPT-J/CodeGen versus Flaubert; different concrete code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet and GPT-2 are not the same change, just the same refactor pattern." + "reason": "GPT-Neo versus MGP-STR; unrelated changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "MPNet and LongT5 are separate code bases within the umbrella refactor." + "reason": "MPT and MGP-STR are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and LongT5 are different model paths; not duplicate PRs." + "reason": "MPNet versus MPT; no shared concrete bug." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "TextNet and LongT5 are unrelated concrete changes." + "reason": "RegNet and MPNet are separate model code paths." }, { "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." + "reason": "GPT-Neo versus MPT; same refactor pattern, different fix." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model-specific refactors." + "reason": "SqueezeBert versus MPT; unrelated model internals." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and SpeechT5 are separate code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different models; not the same fix." + "reason": "SqueezeBert versus GPT-Neo; different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet and TextNet are different model-specific changes." + "reason": "SqueezeBert and DeBERTa v2 are unrelated model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated concrete changes." + "reason": "DeBERTa v2 versus TextNet; different files and fixes." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different code paths." + "reason": "GPT-J versus SpeechT5; not the same underlying change." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and GPT-2 are unrelated model implementations." + "reason": "CVT/FNet versus DeBERTa v2; no shared concrete implementation change." }, { "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and LongT5 are different code paths." + "reason": "CVT/FNet versus SegFormer are separate model-specific refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "CVT/FNet and SegFormer are distinct model-specific refactors." + "reason": "VisualBert and Flaubert/XLM are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44056", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and DeBERTa are unrelated concrete changes." + "reason": "MPNet and MPT are unrelated model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "DeBERTa and TextNet are different model code paths." + "reason": "GPT-2 versus GPT-Neo; same pattern, different concrete change." }, { - "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:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 versus MPT; different implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44059", "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." + "accept": false, + "reason": "GPT-2 is separate from the GPT-J/CodeGen refactor family." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated code paths." + "reason": "GPT-Neo and GPT-2 are different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and ResNet/RT-DETR-ResNet are different model-specific changes." + "reason": "MPNet and LongT5 are unrelated." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "CVT/FNet and SpeechT5 are not the same concrete refactor." + "reason": "SqueezeBert versus VisualBert; no shared concrete bug." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model implementations." + "reason": "SqueezeBert and DeBERTa v2 are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViT-S are different model code paths." + "reason": "DeBERTa v2 versus Vits; unrelated 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." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is not conservative: 44066 vs 44722 is labeled false with the reason that they are in different model families, yet the packet shows both PRs touch GPT-J and CodeGen and share the same issue target. That pair looks mergeable as the same bugfix family, so this output undercalls a likely duplicate-like overlap." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18518,12 +18493,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "955a5da1b9f14917deff949b2c83929f3a3e3f5fab498a99dd2bb66d9df0ecb5", + "prepared_review_unit_hash": "f9e1d72b32c9bafafa58a4b8b7f8bd7efc7e5ebf30cbd649157d002ab886ea36", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, + "serialized_chars": 84900, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -18540,48 +18515,48 @@ "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, + "summary": "These PRs are related by theme (model-specific migration to standardized output capturing), but they affect different model code paths and are not safe to deduplicate as the same change. The SpeechT5 PR is the strongest standalone representative because it has an explicit issue target and a concrete, model-specific refactor.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "pull_request:44129 is the strongest representative: it has an explicit issue target, a concrete scoped refactor in one model, and the clearest description of the output-capture migration pattern.", "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.", + "best_pr_reason": "pull_request:44129 is the best single PR to anchor the cluster because it is explicit about the intended change and is more clearly tied to a specific tracking issue than the others.", "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." + "reason": "Both are output-capture refactors, but they touch different models (FocalNet vs ImageGPT) and different layer/attention plumbing. Same pattern, not the same concrete 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." + "reason": "These are separate model migrations for VisualBert and TextNet. They share the refactor style, but not the same code path or mergeable change." }, { "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." + "reason": "MPNet and VisualBert are unrelated model implementations; this is the same broad migration theme, not a duplicate bug fix or one mergeable PR." }, { "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." + "reason": "Different model files and output-tracing implementations. Too broad to treat as the same underlying 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." + "reason": "RegNet and SqueezeBert are distinct model-specific refactors with different forward signatures and capture wiring; not the same PR in disguise." }, { "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." + "reason": "Both modernize output handling, but for different models and different APIs. The shared theme is insufficient for duplicate acceptance." } ] }, @@ -18661,178 +18636,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "d81ae59bf78ed8b70ab66c9b50c6d871368c0ac893e0833afd1293be34b58e9e", + "prepared_review_unit_hash": "4c9cab2c64581669703e2f1622a3b5b769934f39fd962b6aa5d89bc781ff0fb1", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "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, + "summary": "These are not duplicates of one another; they are separate, model-specific output-tracing refactors that share a common pattern but touch different code paths and files.", + "confidence": 0.89, "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.", + "canonical_pr_reason": "PR 44003 is the best representative anchor: it covers the same output-tracing refactor theme and spans two related model files with the most substantive plumbing changes.", "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.", + "best_pr_reason": "PR 44003 is the strongest global representative for the cluster theme because it is broader than the single-model variants and includes the core tracing/capture infrastructure changes.", "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." + "reason": "Different models and forward paths; same refactor theme but 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." + "reason": "Separate model families with distinct tracing mechanics; not mergeable as one duplicate PR." }, { "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." + "reason": "Unrelated model implementations; only the broad refactor pattern matches." }, { "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." + "reason": "Different architectures and code paths; one is timm_backbone, the other mamba/falcon_mamba." }, { "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." + "reason": "Different model subsystems; the similarity is only in the refactor style." }, { "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." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; not the same bug/change." }, { "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." + "reason": "Different model code and outputs; this is just the same output-tracing cleanup pattern." }, { "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." + "reason": "No shared concrete code path; these are separate model-specific refactors." }, { "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." + "reason": "Different wrapper/models with only superficial similarity in output-handling cleanup." }, { "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." + "reason": "Different architectures and filenames; not the same underlying 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." + "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor naming only." }, { "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." + "reason": "Different concrete code paths and model behavior; not a duplicate fix." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are different model families; same tracing pattern, different underlying logic." + "reason": "Different subsystems and files; cannot plausibly be merged into one PR." }, { "left": "pull_request:44000", - "right": "pull_request:44004", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model implementations with no shared bug report or code path." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Unrelated models; both are tracing refactors but not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` operate in different domains and code paths; they are not the same concrete fix." + "reason": "Different model families and implementation details; not duplicate work." }, { "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." + "reason": "Different model-specific output handling; only the umbrella theme matches." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and Mamba/FalconMamba are different code paths; these are model-specific refactors, not one shared bug fix." + "reason": "Different model code paths and no shared concrete bug to unify." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `codegen` touch unrelated forward implementations, so the overlap is only thematic." + "reason": "Different models and different tracing plumbing; not the same underlying fix." }, { "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." + "reason": "Mamba/falcon_mamba versus SuperPoint are unrelated implementations; same refactor style only." }, { "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." + "reason": "Different model code paths; output-tracing cleanup is not enough to make these duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and files; no common concrete bug or merged patch." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model implementations with distinct forward logic; not the same PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Only the refactor pattern is shared; the code paths are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model subsystems and outputs; not a duplicate change." }, { "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." + "reason": "Depth Anything and Vision-Encoder-Decoder are unrelated models; same refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and forward logic; no same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different concrete functionality; only the output-tracing cleanup is shared." }, { "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." + "reason": "Depth-anything versus RWKV are separate code paths and cannot be one PR." }, { "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." + "reason": "Different models and different implementation details; not duplicates." }, { "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." + "reason": "Encoder-decoder wrappers for vision and speech are distinct code paths, not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and different output types; not a single fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations; sharing the tracing refactor pattern is insufficient." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architecture and file scope; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; only a generic refactor pattern matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder versus DPR are distinct implementations and fixes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model domains and implementations; same output-handling theme only." }, { "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." + "reason": "RWKV and DPR are separate model implementations; not a duplicate or shared patch." } ] }, @@ -18865,7 +18936,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "7ed9b216482c3e268c5905e2dca6dae57aea345c20bc9761351da4ed9d9c0926", + "prepared_review_unit_hash": "fa8d7277b75e241cfb808df7ae07fa45a1b48d6026e0767de166cba8116b4a8d", "component_budget": { "node_count": 3, "item_count": 3, @@ -18887,30 +18958,30 @@ "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, + "summary": "These are three unrelated model-integration PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only routine Transformers boilerplate such as auto-registry, docs, and tests, not the same underlying bug or code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: each change adds a different model with distinct architecture, files, and implementation surface.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 44662 is the most mature standalone submission here, with the broadest implementation and test coverage, but it still represents a different model addition rather than a duplicate target.", "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." + "reason": "Different model additions (PenguinVL vs Voxtral TTS); shared auto/doc files are expected boilerplate, not the same fix/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." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with distinct codepaths and tests; overlap is only framework registration boilerplate." }, { "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." + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS); no evidence they fix or implement the same underlying functionality." } ] }, @@ -18940,12 +19011,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "c97cc7882c0bfff2f53fe62ff188fd9daca058a1df6b678c6a0bfdffec0c5a3e", + "prepared_review_unit_hash": "cec6b962a3f326f8d52f19331e165f4f9e370d9e40ca2b50d336818f346bec3f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18953,7 +19024,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18962,18 +19033,18 @@ "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, + "summary": "These PRs are related to module/kernel fusion, but they are not the same concrete change: one introduces a generic Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and related integration hooks.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing implementation of a specific fusion workflow (KernelConfig-driven n-to-1 fusion) and is the better representative of this cluster, while #44979 is broader API groundwork.", "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.", + "best_pr_reason": "PR #45363 is the strongest standalone PR here because it defines an end-to-end feature path with integration points and an example, rather than only adding the underlying abstraction layer.", "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." + "reason": "Related area, but different underlying changes: #44979 adds a generic module fusion API and tests; #45363 implements KernelConfig-based n-to-1 kernel fusion with integration updates. They are not the same fix/feature and would not plausibly be merged as one PR." } ] }, @@ -19003,7 +19074,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "9c909c2ba38c7e54338e99ee2904431e90bf1f3691987fefde8d1cf1a1b1b049", + "prepared_review_unit_hash": "4f41c91db6fa49fb34a37bd99827858158d394648d8e61040a5d81f036192561", "component_budget": { "node_count": 2, "item_count": 2, @@ -19025,18 +19096,18 @@ "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, + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it adds tests.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it implements the same code fix as 45086 and also includes test coverage, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best representative of the cluster because it covers the same underlying bug fix with additional test coverage.", + "best_pr_reason": "PR 45317 best represents the underlying fix because it addresses the same exact bug with added validation in tests and the same target file.", "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." + "reason": "Same concrete bug and same code path in `tokenization_utils_tokenizers.py`; the second PR is an extended version of the first with added tests, so they are duplicate-change candidates." } ] }, @@ -19066,7 +19137,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "df30baa18aa2906d33aee6379fd6c6d2dd53645f4bbc05ccbed524243939b089", + "prepared_review_unit_hash": "1ad7f8c6482a39c025f5d2f27d38d7c7dd0bceb13f448e660f6eaf838347b362", "component_budget": { "node_count": 2, "item_count": 2, @@ -19088,18 +19159,18 @@ "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, + "summary": "These are related NemotronH pull requests, but they are not the same change: PR 45115 is a narrow refactor around conversion mappings and inheritance cleanup, while PR 45569 is a broader architecture split that introduces NemotronHDense/NemotronHSparse, updates docs, auto-mappings, and tests. They should not be merged as duplicates.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more user-visible change and includes the concrete model split and documentation/model registration work; 45115 is a smaller preparatory refactor focused on conversion mapping/internals.", "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.", + "best_pr_reason": "PR 45569 is the strongest standalone PR in the cluster: it defines the new NemotronH Dense/Sparse model structure and updates the surrounding integrations. PR 45115 is narrower and only overlaps on some shared NemotronH files.", "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." + "reason": "They overlap on NemotronH internals, but 45115 is specifically about conversion-mapping renames and modular inheritance, whereas 45569 is a larger feature/refactor that adds distinct Dense/Sparse model packages and docs. Not the same concrete code-path change." } ] }, @@ -19129,7 +19200,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "1c3f4b530dae50401e55f22dbc9211ce4a4fcb62912fe0e3bd2d87f9b563ebf4", + "prepared_review_unit_hash": "f44da4f4c5ae5f84a554206898934a0d79204d0684f07ac296e1f6db647bfebb", "component_budget": { "node_count": 2, "item_count": 2, @@ -19151,18 +19222,18 @@ "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, + "summary": "These are related feature PRs for heterogeneous-model support, but they are not duplicates: one is broad modeling/runtime support and the other is config-layer plumbing only.", + "confidence": 0.87, "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.", + "canonical_pr_reason": "PR 45332 is the more central umbrella change: it includes heterogeneous config handling plus cache, masking, and modeling updates, making it the best representative of the feature work.", "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.", + "best_pr_reason": "PR 45332 is the strongest standalone candidate because it covers the full concrete code-path support for heterogeneous models, not just config serialization/plumbing.", "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." + "reason": "Reject: 45333 is a narrower config-support PR, while 45332 is a broader implementation PR touching runtime/modeling paths. They share files because they build the same feature area, but they are not the same underlying change and would not be merged as one duplicate PR." } ] }, @@ -19192,7 +19263,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "ef4a17c90e137c8f21f2670c7b9b159d71281f143faf1d3ed0d84c4aa9d86e91", + "prepared_review_unit_hash": "94119bd5ac0d7cabce61a1ce4292770ae9d6d630c4fb2e96a852790cea90fc29", "component_budget": { "node_count": 2, "item_count": 2, @@ -19214,18 +19285,18 @@ "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, + "summary": "These two pull requests are both typing-related, but they are not the same underlying change: one is a broad typing sweep across many transformers files, while the other adds specific typing protocols/helpers for modeling_utils and related code paths.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a focused typing change with a clear code-path target, whereas PR 45415 is a broad repository-wide type-checking sweep that bundles many unrelated edits.", "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.", + "best_pr_reason": "PR 45425 is the best overall candidate for the cluster because it is more specific and coherent; PR 45415 is too broad and looks like a separate large-scale typing cleanup rather than the same fix.", "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." + "reason": "Both are typing-related, but 45415 is a broad type-checking cleanup across many files and 45425 is a targeted modeling_utils/typing-protocol change. They do not appear to fix the same concrete bug or change set, and they would not plausibly be merged as one PR." } ] }, @@ -19264,12 +19335,12 @@ "pull_request:45858|pull_request:45926", "pull_request:45890|pull_request:45926" ], - "prepared_review_unit_hash": "176e8b27f5165139c442a6cae9ea830063e0c22f2c61dadd38aab926b98849e2", + "prepared_review_unit_hash": "8e7d82a4aa76e8e4537727e8f81c4335aba15c3001c75a6338afcc01562ead3f", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14717, + "serialized_chars": 14718, "estimated_input_tokens": 3680, "estimated_eval_tokens": 7616 }, @@ -19277,7 +19348,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14717, + "serialized_chars": 14718, "estimated_input_tokens": 3680, "estimated_eval_tokens": 7616 }, @@ -19286,48 +19357,48 @@ "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, + "summary": "These PRs are all about model-parallel/XPU-related work, but they target different models and different code paths. None of the soft pairs looks like the same underlying fix, so they should not be deduplicated.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "PR 45487 is the most substantive representative because it changes model code and includes tests, but the cluster is not a single duplicate change set.", "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.", + "best_pr_reason": "PR 45487 is the best representative PR in this group since it contains an actual code-path fix rather than only test expectation updates.", "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." + "reason": "Same broad theme, but different models and different failure paths (AltCLIP/ChineseCLIP vs DeimV2). Not the same bug." }, { "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." + "reason": "Different models and different changes; one fixes model-parallel placement, the other adds XPU test expectations. Not a duplicate." }, { "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." + "reason": "Both mention model-parallel bugs, but Gemma4 and DeimV2 are unrelated code paths with separate fixes." }, { "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." + "reason": "Both are test-only XPU expectation updates, but for different models and different test cases. Not the same underlying 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." + "reason": "Different model test expectations for different architectures; no shared concrete bug or mergeable single fix." }, { "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." + "reason": "Both add XPU expectations, but for different models and distinct tests. Too broad to treat as one duplicate PR." } ] }, @@ -19357,7 +19428,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "98a263b20bddc0a12caf28929feab9528ab09bc753771bc5bef4718dc5131120", + "prepared_review_unit_hash": "359d45726ab2905d5850346fd28289f88084942fd4354abbb0ec2e6d8a0ec527", "component_budget": { "node_count": 2, "item_count": 2, @@ -19379,18 +19450,18 @@ "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, + "summary": "Two related but distinct PRs about expert-parallel loading behavior: one avoids serializing `distributed_config` and adds `has_ep`, the other prevents sharded expert weights from being overwritten during loading. They overlap in subsystem, not in the same concrete fix.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "No single canonical duplicate PR here: 45548 targets EP/ZeRO-3 config serialization and EP detection during accelerate launch, while 45662 fixes a separate rank-0 broadcast/sharding overwrite bug in model loading.", "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.", + "best_pr_reason": "45662 is the stronger standalone representative because its bug is concrete and narrowly defined\u2014expert weights being overwritten during sharded loading\u2014with a direct fix in the loading path.", "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." + "reason": "Both concern EP loading, but they fix different failure modes and code paths: config serialization/EP detection vs. post-shard weight wrapping to stop overwrite during sharded loading." } ] }, @@ -19420,7 +19491,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a8a646702d6630aab85b4bbf6161b34801d074652aa5f4e5fc2e9cbdbe6297f4", + "prepared_review_unit_hash": "939e89560679f8c65682d44a7e91f3079ea20b9181c57192a4a0da81a1e133cd", "component_budget": { "node_count": 2, "item_count": 2, @@ -19442,18 +19513,18 @@ "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, + "summary": "Both PRs target the same xdist captured_info collision bug in test debugging output. PR #45645 is the broader, more complete fix and includes the core testing_utils change from #45639 plus CI log aggregation updates.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "PR #45645 is the best canonical PR because it contains the xdist-safe captured_info fix and also updates CI/reporting to consume multiple worker files, making it the more complete implementation.", "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.", + "best_pr_reason": "PR #45645 is the strongest representative of the cluster: same underlying bug, broader coverage, and it addresses the artifact-handling side that #45639 leaves out.", "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." + "reason": "Both PRs fix the same concrete xdist collision in captured_info/debug logging. #45645 is essentially a superset of #45639, so they could plausibly be merged into one PR." } ] }, @@ -19614,56 +19685,56 @@ "pull_request:45997|pull_request:46005", "pull_request:46005|pull_request:46010" ], - "prepared_review_unit_hash": "11c6e92fa0035881d0b1fa184f2b37dd43ca5efa3cfc1ec70530867c61c239f5", + "prepared_review_unit_hash": "9f546072e34f1fabf2847508a27fcb39c43f3bb1139d183aa1d69cb503087ff1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6647, - "estimated_input_tokens": 1662, - "estimated_eval_tokens": 3580 + "serialized_chars": 6650, + "estimated_input_tokens": 1663, + "estimated_eval_tokens": 3582 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6647, - "estimated_input_tokens": 1662, - "estimated_eval_tokens": 3580 + "serialized_chars": 6650, + "estimated_input_tokens": 1663, + "estimated_eval_tokens": 3582 }, "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.", + "summary": "All three PRs relate to the `StaticLayer` cache-length bug, but only 45997 and 46005 are close enough to treat as the same fix; 46010 is adjacent but broader and includes extra code paths/tests, so it should not be merged with 46005 as a clear duplicate PR.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45987 is the shared explicit target and matches the bug shown in the diffs: `StaticLayer.get_seq_length()` / `cumulative_length` type handling.", + "canonical_pr_reason": "PR 46005 is the best canonical PR because it directly fixes the return-type bug in `get_seq_length()` and also normalizes `cumulative_length`, while staying focused to the cache utility path.", + "best_issue_reason": "45987 is the actual tracked bug all relevant PRs point to.", + "best_pr_reason": "46005 is the cleanest representative fix: complete enough to capture the bug, but still narrower than 46010.", "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." + "reason": "Same underlying `StaticLayer` cache-length bug; 45997 is a partial subset of 46005\u2019s more complete fix, and both changes could plausibly live in one PR." }, { "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." + "accept": false, + "reason": "Only soft similarity: 46010 has no shared issue target and includes extra files/tests beyond the cache-length change, so it is not clearly the same concrete bugfix or safely mergeable into one PR." } ] }, "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." + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict for pull_request:46005 vs pull_request:46010 is too assertive. In the packet, that pair has only soft similarity and no shared issue target, and 46010 also includes extra files/tests beyond the cache-length change. A conservative verdict would avoid accepting that pair as clearly mergeable for the same bugfix." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index e9cd6f0ab9f1d84dfcaaea287a6b54c630796699..a8d082498f8922ae5298b9dc187c414fff2c5071 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260517t180130z", + "analysis_id": "hybrid-model-20260518t000027z", "archived_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" + "hybrid": 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"prepared_review_unit_hash": "f20a6fe8cfe4621293bbb18831f69eae49abad6d2e57c73359364ade34fbc2c3", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 66, + "serialized_chars": 47561, + "estimated_input_tokens": 11891, + "estimated_eval_tokens": 24038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but there is one clear duplicate sub-pair around DeepSpeed ZeRO-3 + BertModel index-out-of-bounds. Most other pairs are only superficially similar (same subsystem or same symptom class) and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43596 is the broader, cleaner report of the same ZeRO-3/Bert size-0 index error and likely subsumes issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative of the only strong duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different problems: Qwen3.5 config attribute error vs chat/completions streaming failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are GPU/runtime failures, but on different models and different backend issues (AMD GPT-OSS vs MPS histogram op)." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both mention model/runtime incompatibility, but one is a dtype mismatch in Mistral-3 preprocessing and the other is GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model and failure mode: autocast dtype mismatch vs AMD GPU support/runtime issue." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms; no concrete shared code-path shown." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Both are Qwen-related runtime issues, but the reported failures are unrelated and not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are DeepSpeed-related or export-related failures, but they affect different models and code paths." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific failures, but ONNX export and FP8 loading are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: ONNX export vs auto device mapping assert on Qwen3." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Completely different topics: table QA crash vs outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation cleanups for v5 removals, but they target different removed items and likely different pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different issues: ONNX export for ModernBERT vs missing GenerationMixin import." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are shape/device mismatches, but the model, stack, and failure signature differ." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar IndexError wording, but different model/setup and not enough evidence of the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same error family, but one is ZeRO-3/BertModel and the other is a mask-shape mismatch in a different path." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Both involve tensor-shape/runtime problems, but on unrelated models and code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: mask/tensor shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different models and distinct DeepSpeed failures; no strong evidence they are the same bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical ZeRO-3/Bert index-out-of-bounds reports; 43638 looks like the same underlying bug with a more specific reproduction." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both mention output/tokenization correctness, but one is DeepSeek detokenization and the other is LoRA merge/save inconsistency." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: Qwen-3-8B-NVFP4 runtime error vs LoRA merge/save mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related, but activation checkpointing/FSDP mismatch is a different code path from mask indexing." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a weight shape error and the other is a collective mismatch on Jamba-v01." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5-MoE rotary embedding issues, but CPU offload incompatibility and uninitialized memory after to_empty are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model/setup and unrelated DeepSpeed vs tensor-parallel problems." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP size mismatch is unrelated to the custom compute_loss signature regression." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device_map mismatch during forward vs expensive reverse embedding lookup for inputs_embeds." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM attribute error is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Qwen-3-8B-NVFP4 runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking failure and GPT-OSS TP failure are distinct code paths." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and runtime backends; no shared concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are runtime failures, but not the same model or failure mode." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to the MPS histogram_not_implemented issue." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and distinct failure signatures." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 error and TRL embedding unpacking issue are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading issues, but Gemma3 empty-dimension IndexError is not the same as BertModel index-out-of-bounds." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different removed v5 features and different examples." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to an MPS int histogram limitation." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures with no shared code path." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom compute_loss signature regression are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS on AMD GPUs has nothing to do with outdated RAG examples." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to the missing GenerationMixin import." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy kernel issue and mask-shape mismatch are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are size-0 IndexErrors under ZeRO-3, but the affected models and setup differ enough to keep them separate." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different deprecated APIs: return_all_scores vs transformers run command." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM attribute issue is unrelated to Qwen3 auto device mapping assert." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS GPU runtime issue is unrelated to table-question-answering crashes." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are AutoTokenizer wrong-ID regressions, but the affected model sets differ and there is no evidence of the same exact tokenizer bug or single fix." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH checkpoint loading are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading bug is unrelated to RAG docs." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to docs cleanup." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue and Ovis2 checkpoint corruption are different model problems." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index shape mismatch is a different failure from ZeRO-3 BertModel size-0 IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly strong duplicate pair is the ZeRO-3/BertModel size-0 IndexError cluster around issue:43596 and issue:43638, and the rest of the pairs are conservatively rejected despite superficial subsystem/symptom overlap. I don\u2019t see any soft-edge verdict that overstates 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": 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:42915", + "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:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "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:44841|issue:45084", + "issue:36010|issue:39290", + "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: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:45759|issue:45902", + "issue:45542|issue:45800", + "issue:40990|issue:44960", + "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" + ], + "prepared_review_unit_hash": "65f16a71fd3244fc3f09b5a0e337097b78b48978277098529507d8f2df07ce85", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39060, + "estimated_input_tokens": 9765, + "estimated_eval_tokens": 19786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated regressions around model loading, config, dtype/device mismatches, and MoE/runtime behavior. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set for recent-transformers regressions affecting custom/remote-code model loading, but the cluster is too diverse for a true single canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest overall representative because it captures the widest recurring theme of version-related breakage, even though it does not subsume most of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM config attribute error and the other is a Qwen3-MoE model issue; different code paths." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading/runtime failure vs table-question-answering task crash; no shared underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve runtime errors, but one is DeepSpeed ZeRO-3 indexing and the other is a torch/transformers compatibility issue." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and a table QA crash are unrelated failures." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper inference failure is not the same bug as the pydantic PretrainedConfig breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is chat crashes and the other is streaming chat/completions API failure; not the same concrete issue." + }, + { + "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": "Untied lm_head weights in Mistral3 is a model-weight tying bug, while Ovis2 checkpoint corruption is a different problem." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 device mismatch are distinct model/version issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen chat streaming failure and MPS histogram support for Int are different subsystems and bugs." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing on Mixtral and an MPS histogram limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch are both MoE/runtime issues, but not the same failure mode." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template-node compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and a Gemma3 sliding_window_pattern issue do not share the same bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-shape mismatch and DeepSpeed ZeRO-3 zero-size index error are different indexing/masking failures." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "General torch/transformers incompatibility is not the same as Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are separate model-compatibility requests/issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig break." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory growth/OOM and tied-weights translation regressions are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo tracing error for Mixtral is not the same as TP-only failure on GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat API failure are different Qwen/MoE/runtime bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is a separate initialization API regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch 2.4.1/transformers 5.8.0 incompatibility overlap only at a very broad version-regression level." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic PretrainedConfig are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask length mismatch and DeepSpeed ZeRO-3 zero-size index error are different tensor-shape/indexing bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral tracing failure and missing Float8 storage type are distinct runtime/storage issues." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 text-embedding quality regression and AutoModel/pipeline nonsensical results are related at the model family level but not clearly the same defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are different loading/initialization bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend detection is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are too vague and unrelated to be the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and TRL SFT embedding unpacking failure are different training/runtime bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and wrong custom module loading after save_pretrained are both custom-module issues but not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 lm_head tying and translation-model tied-weights regressions share a theme but not the same concrete code path." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to flash-attn2 fallback blocking checks." + } + ] + }, + "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": 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:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "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", + "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:38175|issue:43054", + "issue:41553|issue:43883", + "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:43782|issue:44960", + "issue:41762|issue:42915", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "990b401f7146c68b90a890a38358ee27834a093ea8c19ec874892896798e7daa", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated. The clear duplicates are the non-persistent buffer corruption regression in v5, and likely one SigLIP2 implementation-discrepancy pair.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43950 is the strongest anchor: it states the concrete 5.x regression, the affected API (`from_pretrained()`), and the specific failure mode for non-persistent buffers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall issue because it is the most precise, actionable bug report and also serves as the canonical node for its duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different problems: a DSA/ReLU discussion vs a docs typo about a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Both involve model loading/training, but the concrete bugs are different (quantization offload vs tied-weights handling)." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights issues in translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in docs is not the same underlying bug as removed-command documentation drift." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different code paths; one is TRL embedding unpacking, the other is a model method issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and Qwen NVFP4 load error are unrelated symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: both report transformers v5 corrupting non-persistent buffers during loading." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared concrete bug; they concern different models and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is a quality/regression report; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both describe the same non-persistent buffer corruption regression in v5." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model-specific dtype/optimizer behavior versus a Qwen3.5 RLHF/position_ids issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated failures: custom trainer loss signature vs Gemma3 ZeRO-3 loading." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export issue for AutoImageProcessor is not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is unrelated to loading noise/logging." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffers, but one is a loading-time corruption regression and the other is uninitialized-memory reads in a specific rotary embedding path." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Distinct incompatibilities: bitsandbytes constructor args vs missing Float8 storage backend." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is embedding quality; not enough evidence of the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model loading errors with different root causes." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence misinterpretation is unrelated to CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3_5Moe inv_freq materialization are different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures for different models." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing behavior and int4 memory regression are different issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy affecting text embeddings; the JAX-vs-HF mismatch plausibly explains the worse embedding quality report." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a model-specific load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote code, but one is missing fields in AutoConfig output and the other is broader model-loading breakage." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise in loading vs inability to load a specific model are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training efficiency, but the actual problems differ substantially." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "ZeRO-3 index error while loading Gemma3 is unrelated to Qwen3MoE FP8 config failure." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two different load-time errors with no clear shared root cause." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support for ints and Gemma4 device-mismatch during forward are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The 43950/43644/44534 cluster is well supported by the titles, and the SigLIP2 pair is framed as only likely rather than certain. No PR-pair mergeability issues apply here." + }, + "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:45663", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "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:42915|issue:43872", + "issue:43940|issue:45313", + "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", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "e01b2d0e7bbeb62f4c20e57a09d3b1b7e354931fc202c9f0e8c0bf0c101f9ba8", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38117, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: model/tokenizer loading regressions, DeepSpeed/PEFT issues, docs cleanups, and a few model-specific bugs. Only a small number of soft pairs look like true duplicates or near-duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set: it captures recent Transformers versions breaking `remote_code` models, which is the closest central theme shared by several loading-related reports in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best representative of the cluster because it is the most general and central version-regression/loading complaint, making it the most useful anchor for triage even though it is not a duplicate of every neighboring issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3-family LoRA/training behavior, but they describe different symptoms and code paths: a hf4.x\u2192main incompatibility vs a tie_word_embeddings warning." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "One is a missing Qwen2.5-VL export/import symbol; the other is a bitsandbytes initialization incompatibility. Different failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "`remote_code` breakage is a broad loading regression, while Gemma4 PLE device mismatch is a specific forward-pass placement bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping edge case vs generic `remote_code` breakage; related to loading, but not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback gating; different subsystems and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different runtime failures: autocast dtype mismatch vs Gemma4 device-map mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same documentation regression: docs still reference pipeline tasks removed in v5." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General `remote_code` breakage vs a specific Kimi-K2.5 tokenizer/codec regression; not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is an untied `lm_head` bug in Mistral3, the other is silent corruption of non-persistent buffers in `from_pretrained()`." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error vs flash-attn fallback logic; no concrete overlap." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE + FineGrainedFP8Config failure is a quantization/config issue, not the generic `remote_code` regression." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "DeepSpeed/accelerate Qwen3 MoE weight conversion vs a corrupted Ovis2 checkpoint are different loading problems." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 index error on non-pretrained Bert and Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the Whisper audio frontend / `_torch_extract_fbank_features()` path failing to run." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` incompatibility causing type errors during initialization." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and bitsandbytes initialization incompatibility are different problems." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures in Qwen models, but the affected model variants and reported behavior differ enough that this is not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a concrete tokenizer loading failure for a different model." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash test loading issue and NemotronH checkpoint loading failure are unrelated model-specific bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different training-time exceptions: unexpected trainer kwarg vs tensor mask shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion on load and the other is gradient averaging during training; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing inefficacy in PEFT LoRA and a missing `supports_gradient_checkpointing` flag are not the same defect." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion due to Qwen3.5 position IDs is unrelated to the flash-attention `s_aux=None` crash." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init incompatibility and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These report the same mask/tensor shape mismatch IndexError, so they look like duplicate manifestations of one bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading complaints for different models; no shared concrete failure mode is evident." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same Qwen video-input regression around v5.3.0, with StopIteration being a concrete manifestation of that broader failure." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttention/Qwen3.5 cache crash and NemotronH checkpoint loading failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and void segmentation map preprocessing are completely different bugs." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling and Qwen3.5-MoE uninitialized-memory after `to_empty()` are distinct model-internal issues." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and Phi-tiny-MoE autocast mismatch do not share a code path." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared-state KeyError and the other is a `device_map=\"auto\"` device mismatch; different fixes would be needed." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge acceptances are generally conservative. The accepted pairs all have clear shared failure modes in the titles/body themes (docs pipeline removals, Whisper fbank path, `_is_hf_initialized`/`init_empty_weights`, mask-shape IndexError, and Qwen video-input regression), while the rejects avoid overclaiming duplicates where only broad subsystem overlap exists. The canonical issue choice is also reasonable for a heterogeneous loading-regression cluster." + }, + "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:45823", + "issue:45834" + ], + "soft_pairs": [ + "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": "6a6b63139d4ef7e545dc64eb4a028e91a263e6eb15decb97861902082cd5020f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "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, with a few clear duplicate subgroups around non-persistent buffers, custom model initialization, SigLIP2 loading/output failures, and BERT loading failures. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43644 is the strongest canonical anchor for a true duplicate subgroup: it states a precise Transformers v5 regression and has an almost identical later report (44534). The rest of the cluster is heterogeneous, so this is only canonical for the buffer-corruption subgroup, not the entire set.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best overall representative issue because it is concrete, reproducible, and has the cleanest near-duplicate relationship in the set. It is more suitable as a triage anchor than the more ambiguous, broad, or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated requests: GGUF gpt-oss support vs a Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different concrete bugs in different models: Bamba torch.compile SDPA crash vs Qwen3.5 Flash Attention illegal memory access." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class and meta-device loading failures are separate code paths." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers 5 custom-model initialization regression; one is notebook-specific, but the underlying init failure matches." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and meta-device loading regression are different problems." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage type errors are not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a video StopIteration issue and the other is a TRL SFT embedding unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to GGUF model architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated issues." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping helper failure and Gemma4 device mismatch are different concrete bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model and same bad-output symptom; the later report just reframes the same underlying failure in AutoModel/pipeline terms." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 long-input index error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are Qwen3.5-related, but the concrete failures differ: StopIteration in video handling vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed Zero-3 Bert initialization failure is unrelated to the tokenizer-mapping-name condition." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero-3 Bert index-out-of-bounds and tokenizer-mapping helper failure are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping helper failure is unrelated to the mask shape mismatch error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related, but one is strict config loading and the other is tiny-random glm4v validation; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload dequantization failure and mmap OOM on Strix Halo are different issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a runtime zero-probability/output issue and the other is a documentation example with model/processor mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same exact Transformers v5 regression: non-persistent buffers are filled with junk/corrupted." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated code paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading for language_model; the other is incorrect visual encoder keys on save_pretrained. Different directions and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping cuda assert on Qwen3 and Qwen3Moe FP8 config failure are not the same underlying issue." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same latest-version loading regression for BERT-family models; different checkpoints, same failure mode." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3-MoE LoRA loading and Gemma4 resize_token_embeddings are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 configuration failure and mmap-induced OOM are separate problems." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation and SGD args not being used are unrelated trainer/optimizer issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are generally conservative. The accepted duplicate pairs are plausible from the titles, especially the non-persistent buffer regression. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43644|issue:43645", + "issue:43856|issue:43873", + "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:43873|issue:44387", + "issue:43335|issue:45663", + "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": "2d3e2a924ce959d30884ce89c18fcb60692a9bda923f42ed501d289f470ce6eb", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37766, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate subcluster is around `resize_token_embeddings` not propagating to nested output/decoder embeddings in related Gemma4/T5Gemma models.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the broadest and cleanest report of the shared `resize_token_embeddings` propagation bug; issue:45276 and issue:45335 look like model-specific manifestations of the same underlying failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative because it states the core API regression at the highest level and would serve as the umbrella issue for the duplicate resize-token-embedding 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 failure modes (`LlamaTokenizer` pre-tokenizer override vs Granite token IDs)." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is incorrect model/pipeline outputs; not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different symptoms: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different tokenizer/config problems." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen, but one is a LoRA compatibility regression and the other is a weight-shape mismatch on a VL model; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but they concern unrelated code paths: non-persistent buffers vs notebook model initialization." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/quantization themes, but one is Qwen3 MoE training memory usage and the other is offloading behavior under quantization." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Completely different model-specific crashes: Qwen chat failure vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the causes differ: training-memory inefficiency vs int4 reserved-memory OOM regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different issues in different components: Flash Attention illegal access on Qwen3.5 vs `integrations/flash_attention.py` crashing on sink-less models." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Both mention loading/model behavior, but one is Qwen3 MoE LoRA incompatibility and the other is a token-embedding resize regression." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying API regression: `resize_token_embeddings` fails to update nested embeddings in related composite model variants." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/loading failures: `extra_state` handling vs `init_empty_weights` passing an unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated import error vs Whisper pipeline `return_language` regression." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they are on different model classes and do not clearly share one concrete code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 device-map crash vs AudioFlamingo3 batched inference token/embedding leak." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "No clear overlap beyond being model-specific issues; SigLIP2 docs/example problems are unrelated to GLM5." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is a tokenizer vocab-size mismatch, the other is a model-loading failure for a specific tokenizer/model; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated environment/compatibility issues: torch version incompatibility vs meta-device loading failures." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different problems entirely: LoRA gradient checkpointing vs an Apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model bugs: Gemma4 FSDP2 shared state rebuild vs Qwen multimodal `text_config` unwrapping in `from_config`." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading not working and the other is reserved-memory OOM in int4; not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model families and failure modes: SwitchTransformers sparse layer creation vs Gemma4 FSDP2 attention state rebuild." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific failures: Gemma4 FSDP2 keyerror vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during meta init is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths and symptoms: batched inference embedding leak vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are model loading/quantization failures, but they affect different models and different quantization formats." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a Strix Halo mmap issue." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: GLM-4.7-Flash unit-test loading vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "No concrete shared bug; recurrent-state reset with cache is unrelated to GLM5 loading." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` regression; 45276 is a Gemma4-specific manifestation and 45292 states the generic output-embedding failure." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is a permissions propagation bug and the other is wrong-module loading after save; distinct issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate cluster is the resize_token_embeddings regression across 45292/45276/45335, and the remaining pair verdicts avoid overclaiming shared root cause 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": 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: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:39404|issue:44671", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44671|issue:44991", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "51a9e14e6520bd39e19c6c4a19c1cb6164dc461155b699fd650d9e2b976fa666", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37673, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly broad Transformers v5/model-loading regression reports, but the soft edges are largely cross-model or cross-feature similarities rather than true duplicates. Two pairs look like the same underlying bug: custom model initialization/loading and resize_token_embeddings propagation.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43611 is the broadest, most representative v5 regression in the set: a model-loading breakage tied to core loader behavior, which best fits the cluster\u2019s overall theme.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the clearest umbrella issue for the cluster\u2019s main pattern of Transformers 5.0 loading regressions and is the best triage anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention gradient checkpointing, but the failures are different: eval-mode usage vs RLHF NaN from 3D position_ids/SDPA behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: save/from_pretrained extra_state handling versus mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Same broad feature area, but one is PEFT LoRA checkpointing ineffectiveness and the other is eval-mode incompatibility; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are unrelated code paths despite both affecting Qwen/Gemma-era models." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization versus Trainer checkpoint-resume max_steps calculation are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different attention/cache failures: sink-less flash_attention crash versus Gemma4 FSDP2 shared_kv_states rebuild bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "These are the same underlying resize_token_embeddings bug: the resized embeddings are not propagated to the model\u2019s output/decoder embeddings." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading issues, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer-loading issues for different models; no clear shared code-path bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both involve dtype/device issues, but one is autocast on Phi-tiny-MoE and the other is meta-device loading for different models." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage-object lookup failure and mmap OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map forwarding are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-change report." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an earlier issue and a PagedAttentionCache linear_attention crash are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same concrete problem as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern loading custom models, but one is base_model_prefix loading and the other is notebook-specific initialization; too broad to treat as duplicate." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are different failures." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 fallback on git-oss-20b are unrelated model/pipeline issues." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mentioning removed pipeline tasks is unrelated to TextClassificationPipeline return_all_scores behavior." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is a different bug from Perceiver non-default resolution handling." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and a mask shape IndexError do not appear to share the same root cause." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are different issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading regressions, but one is a dev0 breakage report and the other is a specific weight-shape mismatch; not enough to treat as the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT MLM prediction errors are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking under TRL SFT are different concrete problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and compilation of non-template nodes are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file breaking from_pretrained are different loading bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping in from_config are different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is clearly centered on Transformers 5.x loading/regression reports, and the chosen umbrella issue (43611) is a reasonable conservative anchor. The only accepted soft-edge pair, 45292/45335, is well supported by the shared resize_token_embeddings propagation bug. The other pairwise rejections are cautious and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "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:43089|issue:45987", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "5a9bcb9b149ac969aac0e57706c60ed71ab6e8a9ce660b2cec20d503d6b7d30e", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous cluster of Transformers regressions and feature requests. The soft pairs are mostly same-subsystem but different bugs; none look like true duplicates.", + "confidence": 0.16, + "canonical_issue_reason": "issue:43611 is a clear, self-contained regression report with a concrete failure mode and a broad enough scope to serve as the best anchor issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most actionable and broadly representative issue here: it states a specific loading regression, has a clear title, and is easier to triage than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different code paths and symptoms: Trainer GPU broadcast NoneType error vs Whisper pipeline `return_language` regression." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and failure mechanisms; not one concrete duplicate." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU/offload behavior, but XLNet relative position CPU placement and Qwen3_5Moe rotary embedding offload are distinct issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization/state handling vs video-input regression; unrelated bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are separate regression paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures with different root causes; not the same underlying defect." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer/model-mapping extension issue vs compiled flex_attention failure on torch>=2.9; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity quality problem vs runtime special-token post-processor update bug; not duplicates." + }, + { + "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 corruption." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different models and different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Feature extractor `center` arg crash and `_torch_extract_fbank_features()` issue are related audio code, but not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs template compilation error; unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "`trust_remote_code` config field loss and PagedAttentionCache linear_attention crash are different subsystems and bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug vs multimodal IterableDataset finetuning failure; no shared root cause." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` attribute vs tokenizer/model loading regression; different defects." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is `batch_decode` skipping tokens and the other is empty-transcription generation after alignment; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache seq-length return type are separate generation issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer serialization corruption and custom model initialization breakage are not the same underlying problem." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is `gguf_file` API breakage and the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-specific loading regressions with no shared concrete code-path shown." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config and PagedAttentionCache linear_attention crash are distinct Qwen3-family issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure vs template compilation error; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantized model loading and Qwen2.5-GGUF loading failure are separate loading paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-family regressions, but one is `output_hidden_states` and the other is rope index scaling for still images." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict vs Jupyter custom model initialization breakage are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both fail on loading models in v5+, but they target different repositories and different breakpoints." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache seq-length return-type bug are not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying bug and inconsistent serialization by device are different tied-weights problems with different symptoms." + } + ] + }, + "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:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "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:44991", + "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:43883|issue:44991", + "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:42915|issue:44589", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "3acff4f8ad354601680bdebe329e42f9b7623d5ecf706195196396934d353059", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37269, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of Transformer/v5-related bugs with different model families and failure modes. I only see one likely duplicate pair (Qwen3.5 save_pretrained checkpoint corruption); the rest are too dissimilar to merge confidently.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43646 is the broadest, most representative Transformers v5 model-initialization regression in this set; it\u2019s a good umbrella issue even though many other items are distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best global issue candidate because it is generic, closed, and central to the recurring v5 custom-model initialization breakages in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different subsystems: audio chat-template sampling-rate handling vs MIMI encoder padding-mask batching." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: missing all_tied_weights_keys on Molmo vs tokenizer loading for est-roberta." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: template-node compilation error vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and code paths: SigLIP2 nonsensical outputs vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different modalities and symptoms: Llava Next segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-init regression is not the same underlying issue as buffer initialization corruption." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise on loading a transformer is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are latent-representation correctness issues, but MIMI padding-mask batching and DAC missing-STE behavior are distinct." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to an image-preprocessing resolution mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to template-node compilation." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect saved checkpoints/visual-encoder keys in the same code path." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure for ScandiBERT is not the same as the Mistral regex patch tokenizer crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading failure for physical-intelligence/fast is too vague and not clearly the same tokenizer backend crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention regression are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight tying in Mistral3 and LoRA-merge collapse with extended vocab are different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure is unrelated to the _is_hf_initialized init_empty_weights TypeError." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict is not clearly the same as the physical-intelligence/fast loading failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video/image processing, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM loading KeyError are different tokenizer/model-loading bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index scaling issue." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage support." + }, + { + "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:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is not the same as non-persistent buffer junk filling." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and loading-noise are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized regression and non-persistent buffer junk are distinct transformer-v5 changes." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backend packaging, but one is install-extra coverage and the other is a runtime undefined tf backend error; not enough to treat as the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s mostly heterogeneous issue set, and the single accepted duplicate pair (issue:45216 / issue:45357) is plausibly the same Qwen3.5 save_pretrained regression. The other soft-edge rejections stay within the evidence shown by the titles/descriptions and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "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: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:45923" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:43531|issue:44291", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:42175|issue:43296" + ], + "prepared_review_unit_hash": "0aa323b5f9da7f79a0b90e7bce1a0c8e766d5db60662a55a8e705bd626948e11", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35630, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct Transformers regressions, often tied to specific models, tokenizers, or runtime features. I don\u2019t see any soft pair that is clearly the same underlying bug, so I rejected all pair merges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the closest umbrella representative for this cluster because it captures the broad theme of recent Transformers-version regressions breaking model loading, especially remote_code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best overall issue representative: open, broad, and central to the v5 regression pattern, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error-message bug vs Apple Silicon TypeError in caching_allocator_warmup; unrelated failures." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update for special tokens vs BOS/EOS not added by a specific tokenizer; different code paths." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA video_tower weight/temporal-attention issue vs Qwen3.5 save_pretrained key regression; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs Float8 storage lookup TypeError; different backend problems." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "torch.compile flex_attention failure on torch>=2.9 vs remote_code model-loading regressions; separate issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training request vs finetuning failure with multi-image iterable datasets; not the same underlying defect." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise/warnings while loading a transformer vs tokenizer loading failure for a specific model; different symptoms and fixes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignores tokenizer.json in repo vs wrong token IDs for Granite models; both tokenizer-related but different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload load failure vs Qwen3 MoE training memory inefficiency; distinct subsystems." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "flash_attention_3 causes degenerate training vs num_labels=1 zero-loss classification bug; unrelated model behaviors." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure under v5 vs CLIPTokenizer model_max_length constant; not the same code-path problem." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode constraint vs missing supports_gradient_checkpointing flag on a remote-code model; different issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug vs multi-image IterableDataset finetuning failure; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffers getting junk values; separate regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized constructor-arg breakage vs Float8 storage lookup failure; different failure modes." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; unrelated model/config issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder missing padding-mask support vs Gemma3 NaN embeddings from sliding-window all-padding windows; distinct bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage vs ModelOutput key handling; not the same problem." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image prompt finetuning failure vs Qwen2.5-VL video position_ids regression; related domain, different bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffers filled with junk vs ModelOutput key assignment issue; separate v5 regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex crash; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs bfloat16 dtype mismatch in CI; different areas." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights arg regression; no shared underlying bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Still-image temporal position scaling bug vs video vision_position_ids bug; same model family but not clearly the same defect." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs vs Perceiver non-default resolution failure; different models and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "base_model_prefix loading breakage vs custom model initialization breakage; both broad v5 regressions, but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "pip extra missing tensorflow backend vs PaddleOCR-VL loading failure under transformers 4.53/vLLM; 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": 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:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:43262|issue:43746", + "issue:44291|issue:44877", + "issue:40990|issue:45584", + "issue:44568|issue:45920", + "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:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "ecdd46ccd6c7570390a543208fd6d0a2e6b1d84d11cf9ff754c79747b342eaf0", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of distinct model-specific regression reports with superficial overlap around loading, offloading, quantization, and tokenization. None of the soft pairs look like the same underlying bug or a mergeable PR pair.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest representative of the cluster's recurring offloading/quantization theme, so it is the best single issue to anchor this mostly heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most generic and central issue here; it plausibly covers the nearby offload/quantization failures better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a config tie failure and the other is device-dependent serialization behavior; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing issues, but they affect different models and different code paths (rope temporal ids vs OCR index error)." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and generic meta-device loading regression are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Both involve model loading/quantization, but the models and failure modes are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "A global int4 memory regression is not the same as a model-specific CUDA OOM report." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different compatibility failures in different stacks: PaddleOCR-VL in vLLM versus torch/transformers version mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL rope/position-id issue." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/multimodal regressions, but one is a video-input bug and the other is a device_map forward mismatch on a different model." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failure via torch_compilable_check are different concrete bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model-loading failures with no clear shared code path." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on a language model and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the symptoms and scope differ; 45920 is a broader wrong-token-id bug, not this BOS/EOS omission." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior and tokenization changes across versions are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both touch audio/codepath correctness, but one is offload device mismatch and the other is a DAC latent/forward mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings is not the same as a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map auto, but one is a CUDA assert during Qwen3 loading and the other is a forward-time device mismatch in Gemma4." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight configuration and torch.compile/SDPA failure are different model-specific issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to OmDet-Turbo's processor/model resolution mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/quantization, but 43317 is a dequantized-model load failure on gpu+cpu offload while 43873 is a broader offloading regression; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors and iterable-dataset finetuning failure are different workflows and bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched-vs-single encoder output mismatch is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization and bfloat16 dtype mismatches are different concrete problems." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and unwrapping text_config for composite configs are unrelated config issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a benchmark and ineffective gradient checkpointing with LoRA do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "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:43526|issue:43883", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "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:43577|issue:43708", + "issue:44387|issue:45704", + "issue:44423|issue:45406", + "issue:43873|issue:44756", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "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:41720|issue:45161", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "ae671003713a0d402db23dbbd253a8fcbd38ec09c01549de3471c6ce0f692d27", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated model-specific bugs, so I found no true duplicate pairs to merge. The closest theme is offloading/quantization/loading behavior, with issue 43873 as the best broad representative.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43873 is the broadest issue in the set and most representative of the offloading/quantization failure theme shared by several nearby items; the others are either more specific model regressions or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it covers a wider class of loading/offload problems than the more model-specific reports, making it the most useful representative if one issue must anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: one is a processor label-reduction bug, the other is a missing model attribute during weight tying/loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but they describe different concrete bugs and different affected weights/paths; not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "One is broken FSDP CPU-efficient loading, the other is junk-filled non-persistent buffers in v5; distinct code paths and symptoms." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different areas: tied lm_head weights in a multimodal model versus packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are runtime failures, but one is Qwen3 auto device-map cuda assert and the other is a Llava Next segmentation fault; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated: model loading failure for glm-4v-9b versus tokenizer loading regression for a text model." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different issues: PaddleOCR-VL load failure versus tokenizer loading regression; no shared concrete code-path." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen-family models, but one is device-mapping CUDA assert and the other is flash-attention generation failure; distinct defects." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failures: variable-name collision in Gemma3n versus device mismatch in Gemma4 PLE." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different runtime contexts and errors; one is a 3d_parallel.py execution problem, the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity regression on a specific model is not the same as a general tokenization-version change regression." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both mention model weight handling, but one is untied lm_head weights in Mistral3 while the other is incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches in two model wrappers." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: trust_remote_code cache collision versus read-only permissions propagation during save_pretrained." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different Trainer/config behaviors: dtype not propagating to Blip2 submodules versus resume_from_checkpoint max_steps miscalculation." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related in v5, but one is int4 CUDA reserved-memory/OOM and the other is an apex RMSNorm memory leak." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different serve/model paths: multimodal continuous batching string-to() error versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offloading, but one is a quantization/offload behavior bug and the other is a Strix Halo mmap OOM workaround; not the same concrete defect." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "An unexpected Trainer keyword argument is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Different trainer API mismatch versus model configuration/loading failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: torch.compile with SDPA in Bamba-9B-v2 versus packed-weight unpacking in accelerate loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching-shape bug is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision issues: OmDet processor output resolution mismatch versus Perceiver non-default resolution handling." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and image-classification resolution mismatch are separate code paths." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video input regression and unpacking embeddings with TRL SFT trainer are different multimodal/training bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device mismatch/offload-adjacent behavior, but the concrete failures and affected models are different." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures and code paths; no evidence they are the same underlying bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different model-loading failures with different configs and symptoms." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Regression in processor.tokenizer/image passing is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and GPT-OSS MoE tensor-parallel failure are different parallelism bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Label reduction bug is unrelated to a model loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:44898", + "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:44671|issue:44743", + "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:43421|issue:45701", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "ce830c10a4d30a2e0c38579ab01318aa4a839221d5a6f89208f4444bdbc4e359", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36679, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a bag of unrelated issues; only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-padding crashes. All other soft edges should be rejected as they describe different models, different code paths, or different failure modes.", + "confidence": 0.93, + "canonical_issue_reason": "If forced to choose a canonical issue from the only obvious duplicate pair, issue:44514 is the better representative: it is the earlier report and has the same concrete crash as issue:44545.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue: it reports a broad, concrete regression ('AutoTokenizer produces wrong token IDs for all Granite models') with clear impact and a specific failure mode.", + "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 patch crash and the other is Granite token ID regression; different model families and different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state cache handling are unrelated failures in different architectures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window behavior issue; the other is a StableLmConfig pad_token_idx regression. No shared code-path bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both mention Qwen multimodal models, but one is a video-processing ValueError and the other is a weight_only load error; distinct problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor refresh vs wrong Granite token IDs are related only at a high tokenizer level, not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers, different task failures, and no shared underlying implementation bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3-MoE and Llava Next segfault are separate model-loading issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering with tuple labels and SAM3 text/box behavior are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different runtime paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values do not point to the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A runtime tokenizer post-processing update bug is not the same as a broader version-dependent tokenization change report." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different loading/offloading issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in image processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile + SDPA on Bamba and BigBirdTokenizer special-token registration are different subsystems and failure modes." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs and outdated pipeline-task docs are documentation issues, but not the same change." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same batched-input crash when padding=False, and the reports describe the same underlying Qwen2_5_VLProcessor.apply_chat_template bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is not the same as BigBirdTokenizer mask-token registration/empty decode output." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning and a missing video-branch helper/variable bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and AutoModelForCausalLM not unwrapping text_config are different issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update and progressive generation cache handling are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num-label propagation in Qwen3.5 and a generic zero-loss classification regression are related only loosely via classification config, not the same concrete issue." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig custom token ID loss on save/load are different tokenizer/config bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual-encoder keys being saved." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids bug involve different code paths." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution handling and bfloat16 dtype mismatches are unrelated inference bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The duplicate call on issue:44514/issue:44545 is well supported by the nearly identical titles and matching batched-input crash. The remaining soft-edge rejections are appropriately cautious and do not overclaim equivalence across different models, code paths, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:44991", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:43421|issue:43653", + "issue:45588|issue:45759", + "issue:45663|issue:45923", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:41720|issue:45704", + "issue:45356|issue:45907", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:39692|issue:43873", + "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": "8d10b3acadbc01995ec0bf47f5c577a3ca5d71e02dd5dedf69f1b6ab3627360c", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37207, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers issues; only one soft pair looks like a true duplicate around offline tokenizer loading regression. I\u2019d anchor the cluster on the offline tokenization bug with the explicit model_info/_patch_mistral_regex root cause.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the exact offending path (_patch_mistral_regex calling model_info() unconditionally) and the concrete offline failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best cluster representative because it is specific, actionable, and also explains the broader offline tokenizer-loading symptom seen in the matching issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but they concern different models and different failure details; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different subsystems and symptoms: patchtsmixer post-init handling vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: a model loading issue vs a PIL image processor/torchvision dependency regression." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Same model family, but different concrete bugs and code paths: config unwrapping vs CPU-offload rotary embedding behavior." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Completely different problems: sliding window handling in Qwen3-MoE vs a float8 storage loading error." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "One is an AddedToken constructor argument bug; the other is a model/tokenizer loading regression for a specific checkpoint." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: T5/apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but one is a docs example/model-processor mismatch and quantization failure; the other is an OmDet-Turbo resolution mismatch." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related to tokenizer special tokens in a broad sense, but not the same concrete bug; one is runtime post-processor refresh, the other is BigBird mask-token registration." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths and domains: flash-attention aux handling vs multimodal Qwen config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different training/runtime bugs: Gemma-4 FSDP2 shared_kv_states vs a missing gradient-checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer behavior, but the failures are distinct and not the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression: both point to tokenizer.from_pretrained failing offline, and 44843 identifies the exact cause in _patch_mistral_regex/model_info()." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated training-mode constraint vs DeepSpeed ZeRO-3 gradient anomaly." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: special-token post-processing update vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms; both are output-correctness regressions but not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different families and different failure modes: T5 memory leak vs Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch mistral-regex/tokenizer behavior, but one is a crash in _patch_mistral_regex and the other is a Kimi-K2.5 codec/regression report; not clearly the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/Llama configuration issues with no shared concrete failure path." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely unrelated: device-mapping CUDA assert vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "No meaningful overlap: tokenizer regression vs list_repo_files revision forwarding in a CI use case." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both involve loading/offloading, but one is PEFT local checkpoint loading and the other is quantization/offloading behavior; different bugs." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failure modes: multi-image Qwen2.5-VL finetuning vs GraniteSpeech adapter loading." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated model-specific failures: FineGrainedFP8Config on Qwen3Moe vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths and symptoms: DeepSpeed zero3/BertModel index error vs audio fbank feature extraction." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different outputs; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, 42886 \u2194 44843, is plausibly the same offline tokenizer-loading regression, and the rest of the false negatives are described cautiously without overclaiming. No mergeability issues apply because there is no PR pair." + }, + "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": 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:43950|issue:45987", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43421|issue:44811", + "issue:43643|issue:44877", + "issue:43577|issue:43818", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43531|issue:43643", + "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:41720|issue:44991", + "issue:44485|issue:44509" + ], + "prepared_review_unit_hash": "e859d8061a11769741e2c6e526739fcd40206616e51ea631a05a2207c12c43c9", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct regression reports across unrelated models/components. I did not find any soft pair that is clearly the same concrete bug; a few are adjacent (especially Mistral/remote_code loading issues) but still separate failure modes.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella report in the set, covering recent-version breakage of remote_code models and best matching the cluster\u2019s overall regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most representative general framework-regression issue here; it is broader and more central than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: input validation/error messaging vs degenerate zero-loss classification behavior." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token decode bug is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model/config problems: sparse-layer construction vs RoPE layer dropping." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-input issues, but one is processor/tokenizer API regression and the other is an OCR length/index error in Kosmos2.5." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Separate multimodal bugs: dtype mismatch vs variable name collision/AttributeError." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA on Bamba vs bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths and symptoms: SDPA/compile issue vs DAC latent/forward mismatch." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Core loading regression vs cache length return-type bug; not the same underlying change." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error is distinct from failing to load a specific tokenizer/model." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault when loading Llava Next is unrelated to MPS histogram support in MoE." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer NER/padding crash vs image-classification resolution/interpolation failure." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same Mistral patch area, but different bugs: unconditional hub call in offline mode vs backend_tokenizer attribute access." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DAC latent conversion mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update bug is distinct from Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config/loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention weight issues are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video inputs, but they affect different Qwen model families and different failure modes." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "from_pretrained weight_only loading error is not the same as flash-attention generation failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction errors are separate model-specific regressions." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example errors and OCR index errors are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Closely related remote_code regression reports, but one is a specific removed-API breakage and the other is a broader umbrella issue; not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message regression is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer loss-signature regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale v5 pipeline docs." + } + ] + }, + "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:43577|issue:43582", + "issue:43825|issue:43827", + "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:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:43582|issue:44857", + "issue:44060|issue:44368", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:45459|issue:45803", + "issue:43653|issue:44912", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "79f9d44023dcf20e640fcd7a4cc1e99b5d74fa91a3ab0a6529e3e69f2620d068", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36393, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of superficially similar but actually unrelated Hugging Face/Transformers issues. The soft pairs mostly share broad themes like loading, tokenizers, multimodal processors, or dtype/device problems, but they do not describe the same concrete bug or fix path.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges: the items span unrelated bugs across tokenizers, processors, loading, training, and platform-specific failures, and the soft matches are only lexical/theme-level.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong cluster representative because there is no shared underlying defect tying these reports together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "URL image-processor loading and template compilation are unrelated subsystems and failures." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one reports non-persistent buffer junk in v5 and the other FSDP RAM-efficient loading breakage." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failure modes; NER/batching crash vs AutoTokenizer load failure." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input bugs, but for different models and different code paths: video regression vs long OCR indexing." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to bf16 dtype mismatches in other models." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Same broad v5 pipeline-removal theme, but one is a runtime message and the other is stale documentation; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths and symptoms: mask/index shape mismatch vs trainer evaluate-after-train failure." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import regression are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction drift and a general tokenization-change report are not the same concrete issue." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: one is a load error with weight_only=True, the other is a rope-index scaling bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure than dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/backend dependency selection and Mistral regex patch crashes are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading issues, but the concrete causes differ: FSDP CPU RAM-efficient loading vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer patch crash and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder issue titled 'ADD THE DATA' is unrelated to an isolated reproduction report." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are platform- and path-specific, not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they involve different Qwen variants and different concrete behavior." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit label reduction bug and RTDetrV2 output drift are different model issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image-label reduction and MPS attention correctness are unrelated failures." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset handling and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but in different functions and with different bugs; not the same underlying problem." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration and MXFP4 quantization loading/fallback are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting in a video branch and stale auto_mappings references are different code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM load-key failure and remote_code breakage are not the same defect." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max_length misuse 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": 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:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:34567|issue:40990", + "issue:43643|issue:45759", + "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": "b1ee4cc587000de3b3b91e260b5cd33eaa7268a3bac7d9abacb8915a66d699cb", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36983, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and does not contain broad duplicate groups, except for one clear Qwen video-regression pair. I would use issue 44479 as the representative issue for that narrow duplicate set.", + "confidence": 0.55, + "canonical_issue_reason": "issue:44479 is the broadest, clearest statement of the accepted Qwen video-input regression and subsumes the narrower 45381 report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative among the items because it captures the widest version-scoped bug description; the rest of the cluster is too mixed to serve as one canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training failures, but they describe different code paths and symptoms (ZeRO3/non-pretrained BERT indexing vs post-train evaluate failure)." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer-related, but one is a gguf_file from_pretrained breakage and the other is a model-specific tokenizer regression for est-roberta." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different components and failures: local checkpoint loading with PEFT adapters vs Whisper processor.batch_decode skip_special_tokens handling." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but the bugs are different: zero probabilities in SigLIP2 vs a processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: a Float8 storage TypeError vs an image-processor torchvision dependency issue." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/loading regressions; same broad area but not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents consistency and DiaConfig token-ID persistence are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both mention quantization, but one is a documentation/example mismatch and the other is a load-path MXFP4 fallback issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to a multimodal token-counting video-branch undefined-name bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different regressions." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to the OmDet-Turbo processor size bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization loading fallback in gpt-oss." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion/loading and CUDA OOM are not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different model-loading problems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video/VLM related, but 43329 is an undefined-function bug in token counting while 44479 is a broader video-input regression; not enough to treat as the same concrete issue." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path slash import warning and Qwen3 MoE loading are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are distinct trainer/API regressions." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion for mDeBERTa and Kimi-K2.5 codec/warning regressions are different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM text_config unwrapping are different config-loading issues." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processors, but one is an undefined-name bug in token counting and the other is a batched-shape bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions, but different concrete failures: missing BOS/EOS vs pre-tokenizer override to Metaspace." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading during accelerate/deepspeed and Qwen3-VL shape mismatch are different load failures." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and code paths, so they are not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output divergence and Qwen3.5 visual-encoder save_pretrained keys are different regressions." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression around v5.3.0; 45381 is a narrower symptom of the broader issue in 44479." + }, + { + "left": "issue:44991", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta and Kimi-K2.5 codec handling regression are different model-specific tokenizer bugs." + }, + { + "left": "issue:43645", + "right": "issue:45701", + "accept": false, + "reason": "Custom models in Jupyter notebooks and tokenization changes are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate pair is supported by the titles and descriptions, and the rejection rationales do not overstate equivalence." + }, + "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:43782", + "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:33357|issue:34567", + "issue:44291|issue:45042", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:42915|issue:44821", + "issue:44987|issue:45907", + "issue:43257|issue:43756", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:43404|issue:45987", + "issue:38175|issue:44898", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:42175|issue:44488", + "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:43582|issue:43782", + "issue:43756|issue:45325" + ], + "prepared_review_unit_hash": "be3cc063cd3237bd0d898ddd392c9fe0ea58faf62493f73b1b926fc88c3c3a24", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37408, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bugs spanning model loading, quantization, video inputs, tokenizers, device placement, and trainer/state issues. I don\u2019t see any pair that looks like the same underlying bug/change, so no soft edges should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43749 is the best representative because it has the broadest loading-related framing, substantial discussion, and inbound references, but it is still not a duplicate of the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the strongest single issue to anchor the cluster: it is impactful, clearly described, and closer to the common theme of load-time regressions than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failures: Qwen3Moe FP8 handling vs MobileLLM key error during loading." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token-count update are unrelated subsystems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs PIL image processor dependency requirement are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Physical-intelligence model loading bug and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model gguf loading issue vs Apple Silicon warmup TypeError; no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen3, but one is auto device mapping cuda assert and the other is video-input validation in Qwen3OmniMoe; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs Smollm3 RoPE layer mismatch are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "No overlap beyond general model/tokenizer loading context." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video regressions, but the affected models and failure mechanisms differ; not clearly one concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video paths and distinct errors: ValueError vs StopIteration." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend selection issue vs missing Qwen2_5_VL export are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload loading failure and tokenizer max length are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword conflict and est-roberta tokenizer load failure are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is loading BLIP2 to fp16/bf16 and the other is inference-time mismatches in different models." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Tensorflow backend packaging and Python 3.14 import failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Tied lm_head bug in Mistral3ForConditionalGeneration and StaticCache return-type contract are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different image-model bugs with different symptoms and code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version pin mismatch are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of an older issue and Qwen2.5-VL video position-id bug are not the same concrete failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend issue and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found ImportError and Llama 3.2 Vision load regression are different root causes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe quantization/config bug and FSDP CPU RAM efficient loading bug are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument mismatch are different load-time bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation inefficiency and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label reduction bug and sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about missing PyTorch and layoutlmv3 error-message clarity are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE layer selection and Qwen2.5-VL still-image position-id scaling are different model-specific 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:43295", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "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:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "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:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:44484|issue:44704", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44625|issue:44877", + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44936|issue:45823" + ], + "prepared_review_unit_hash": "bffcabc8ed6701d50a3be09799ae324d462305b24da4b5fc83d0a1205d44a8a0", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers bugs. Two soft-duplicate pairs stand out: SigLIP2 output correctness regressions, and tied-weights serialization issues in v5; the rest are distinct model/tokenizer/training problems.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the broadest representative here: it describes a cross-model v5 tokenizer regression affecting multiple model families, making it the best umbrella issue among otherwise fairly specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the most suitable cluster anchor because it is open, regression-focused, and spans multiple concrete model failures rather than a single niche code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness regressions on the same model family and appear to describe the same underlying implementation/output mismatch." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated bugs: TrainerState token counter not updating vs a custom compute_loss signature change." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: AddedToken constructor argument conflict vs Mistral regex/backend_tokenizer AttributeError." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different code paths: init_empty_weights/_is_hf_initialized handling vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regression reports, but one is Qwen3.5 save_pretrained visual-key serialization and the other is a broad tokenizer token-id bug; not the same concrete defect." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Related theme of config field loss, but one is trust_remote_code config materialization and the other is a specific @strict field-drop in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading issues, but they affect different models and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading breakage vs a specific model failing to load; no clear shared code-path bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image-processor torchvision dependency regression, the other is a tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: MobileLLM config/key error vs missing Float8 storage support." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump issue vs stale auto_mappings references; not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different subsystems: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are separate issues." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: batched chat template crash vs incorrect vision_position_ids for video input." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained max_shard_size default question vs cached_file kwargs forwarding bug." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training runtime error vs LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure vs trainer.evaluate() after train failure have different triggers and code paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict-config loading of granite_speech are distinct config bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage vs offline model_info() call in mistral regex patch are different tokenizer-loading defects." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the crashes are on different inputs and likely different branches." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading vs Blip2 dtype handling are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both reports are about tied-weights behavior in v5 on translation models and look like the same serialization/tied-weight code-path problem." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is processor/tokenizer access and image handling while the other is Kimi-K2.5 codec handling/mistral-regex warning." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausible same-bug groupings: the SigLIP2 regression reports and the v5 tied-weights serialization reports. The rejected pairs are mostly well-justified as different failure modes or code paths, and the canonical choice of 45920 is defensible as the broadest open regression issue in the set." + }, + "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": 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:43278", + "issue:43295", + "issue:43452", + "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:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:46002" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:30064|issue:33666", + "issue:44361|issue:44442", + "issue:44464|issue:44743", + "issue:43643|issue:44561", + "issue:41720|issue:43906", + "issue:43688|issue:45440", + "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:43646|issue:43749", + "issue:43688|issue:45701", + "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:32090|issue:34567", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:43278|issue:43688", + "issue:43742|issue:44821" + ], + "prepared_review_unit_hash": "0ecd355b9e385d7040c660781d66464e76dc5cb82f8eff5a194b6b3c4bf2d939", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38472, + "estimated_input_tokens": 9618, + "estimated_eval_tokens": 19492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not one duplicate cluster; they span unrelated regressions across tokenizers, model loading, training, generation, and backend/device-specific bugs. No soft-edge pair looks like the same underlying issue tightly enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, with no clear duplicate family spanning the full cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue candidate; the issues are too disparate to use one as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different failures in different areas: zero probabilities in SigLIP2 vs a processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but one is a special-token registration bug and the other is an AttributeError on tasks for a different tokenizer class." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling and Qwen2-VL multi-GPU training are unrelated bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different load/runtime failures; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset in a modular Qwen3.5 file." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but the root causes differ: missing fields in AutoConfig vs removal of is_torch_fx_available." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as an isolated reproduction issue with no matching code-path evidence." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE bugs on different models: auxiliary-loss normalization vs native DeepseekV3MoE divergence." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions: BigBird mask token registration vs mdeberta add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to T5 silently using apex.FusedRMSNorm." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and a Trainer GPU broadcast TypeError are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import failure and a MacOS bus error in CLIP loading are different problems." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the triggers and affected components differ: Gemma3 sliding-window embeddings vs classification-head NaNs after checkout/init." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype loading bug and RTDetrV2 output divergence are distinct model-specific regressions." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching in AutoTokenizer is not the same as a tokenizer-loading regression for a specific model." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a broad tokenization-version change report." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token decode bug and DiaConfig token-ID loss after save/load are different issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a MobileLLM key error do not share the same root cause." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and DiaConfig token-ID corruption are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to a video-input regression in Qwen VL models." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression and num_labels propagation to text config are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying code-path problem." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-version differences and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype mismatch is unrelated to the flash_attention crash on sink-less models." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field load failure and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and TrainerState token-count tracking are different training bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading in Beit and packed-weight unpacking in BitNet are different model-loading issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert in Qwen3 device mapping is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained-load legacy field handling and processor/model input-size mismatch are distinct problems." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast failure and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is broader and different from loading a specific model like ScandiBERT." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval and MoE auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A key error loading MobileLLM and failure to load AutoImageProcessor from URL are different loading paths and errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45759", + "issue:45803", + "issue:45812", + "issue:45823", + "issue:45987", + "issue:46002" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43756|issue:44913", + "issue:44625|issue:46002", + "issue:43525|issue:43572", + "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:43493|issue:43844", + "issue:45803|issue:45987", + "issue:43278|issue:43844", + "issue:43756|issue:45083", + "issue:43257|issue:43299", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:33357|issue:33666", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "1d3b5c5e27205f9140bcbac5bd72140ab36b94fcbe99423c44d6a05b63366bad", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37572, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab-bag of unrelated Transformers bug reports; the soft edges mostly reflect broad similarity like \u201cversion regression\u201d or \u201cconfig/loading issue,\u201d not the same concrete defect. No soft pair is safe to merge as a duplicate.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a clear canonical duplicate anchor here: the items span different models, APIs, and failure modes, and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative because the cluster is not a single duplicate family; picking one would mischaracterize the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs a GenerationMixin import failure are unrelated failures." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and lost custom token IDs are different bugs in different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message/translation support issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug vs DiaConfig save/load token-ID loss are distinct model-loading issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to processor.tokenizer/image handling regression." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys are different regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mDeBERTa special-token insertion bug and Granite token-ID regression are separate tokenizer issues." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and GPTNeoX rotary_pct reload are different configuration bugs." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same defect." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different configs/models and likely different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in a CLIP model." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a Trainer compute_loss signature mismatch are different issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "A doc-example model/processor mismatch is not the same as a SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure and flash-attention generation bug are different Qwen3.5/Qwen3OmniMoe problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and an unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient blow-up are different code-path problems." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors and StaticCache returning a tensor instead of int are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and gradient growth under ZeRO-3 are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer count and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE accelerate/deepspeed conversion and Qwen3VL Moe loading are different loading failures." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading sleng-bert and offline model_info() behavior in _patch_mistral_regex are separate issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and multi-GPU CUDA OOM are not the same problem." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3VL and missing pad_token_idx in StableLmConfig are similar only at a high level." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "pad_token_id missing in Qwen3VL is different from AutoModelForCausalLM not unwrapping text_config for Qwen 3.5/3.6." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example errors and processor.tokenizer/image passing regression are different multimodal issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 inference OOM and PLE device mismatch under device_map=\"auto\" are separate runtime failures." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup error are unrelated import/runtime issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and suno/bark-small CPU-offload device mismatch are different model-loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and init_empty_weights/_is_hf_initialized argument handling are distinct compatibility 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": 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:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "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:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45823" + ], + "soft_pairs": [ + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:44423|issue:44734", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43994|issue:44493", + "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:45072|issue:45198", + "issue:45200|issue:45823", + "issue:43232|issue:44849", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "f8c6c0537fff58def76edc14b3907b1d7cad70586f07422a39ff637cd35b7886", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34878, + "estimated_input_tokens": 8720, + "estimated_eval_tokens": 17696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bugs across tokenizers, generation, loading, device/dtype issues, and CI failures. The soft edges look like false positives rather than true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe different underlying bugs and should be split rather than merged.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, issue 44521 is a clear, self-contained bug report, but it is not a good umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: a missing float8 storage type vs a flash_attn import key error." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated components and symptoms: config token IDs vs tokenizer attribute errors." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model loading bugs with different code paths and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "One is compiled forward chunked generation, the other is Whisper empty-transcription handling." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve, but the crashes come from different code paths: multimodal input conversion vs KV-cache indexing." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different models and different problems: CPU offload device mismatch vs stale CI test override." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model loading is unrelated to a PEFT version bump." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 incorrect outputs are not the same as a generic unexpected position-id key issue." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 dtype drift is unrelated to resume checkpoint key mismatches." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus image-generation test is unrelated to the PEFT version pin issue." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is empty assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLflow reporting after job failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning has nothing to do with GPT-oss OOM." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient explosion and a model loading failure are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention version-check bug are not the same issue." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation errors are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is distinct from Gemma4 token-id defaults for text-only fine-tuning." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation of non-template nodes is a different failure from a flash_attn import key error." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 inference dtype mismatches are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is a missing default token-id behavior and the other is a device_map forward mismatch." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention helper import error and meta-device model loading breakage are different problems." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel model_init application and Qwen3.5 hidden-states output are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF vs JAX discrepancy does not match a checkpoint key mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "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:43295|issue:43873", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "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:43450|issue:43575", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:43819|issue:45083" + ], + "prepared_review_unit_hash": "399d17d9c5766a0dc1e1a191059466a06d87384aa6c9d6f218e5867267d05148", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair should be accepted on the available evidence. Most pairs are clearly unrelated, and the SigLIP2 pair (38175/43493) is only weakly related by model family and wording, not shown to be the same bug.", + "confidence": 0.89, + "canonical_issue_reason": "No canonical issue is justified from the packet alone; the cluster does not contain a clearly proven duplicate set, and the SigLIP2 pair lacks body evidence tying 38175 to 43493 as the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the strongest standalone issue in the cluster because it is the broadest SigLIP2 report, but it should be treated as related-not-duplicate to 38175 absent stronger body evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal regressions, but they describe different failures and code paths: processor/tokenizer handling vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different subsystems and bugs: MPS attention correctness vs Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation bug and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization of `lm_head.weight` and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Loading regressions, but for different models and failure modes: `pad_token_idx` vs loading `physical-intelligence/fast`." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different bugs: Gemma 4 multimodal token-type defaults vs Qwen2.5-VL temporal position-id scaling." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols and different modules/models." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm `pad_token_idx` regression and `torch.device(\"meta\")` loading failures are separate issues." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to `trainer.evaluate()` breaking after `trainer.train()`." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video processor shape bug are different subsystems and defects." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same underlying bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and are not clearly the same defect." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for `Qwen2_5_VLForConditionalGeneration` and DeepSeek-Coder detokenization regression are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different code paths: `gather_for_metrics` vs `BeitImageProcessorFast.reduce_labels`." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE and Qwen2.5-VL ImportError are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability issue and RT-DETR memory leak do not share the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "The titles are thematically related, but the evidence only shows a possible SigLIP2 connection: zero probabilities vs HF-vs-JAX discrepancy. That is not enough to treat them as the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batching crash with `padding=False` and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are separate tokenizer issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinit after resize are unrelated tokenization/model-init bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory inefficiency are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning and SigLIP2 implementation discrepancy are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale test are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they refer to different documentation gaps and behaviors." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported `center` arg in LaserFeatureExtractor and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-weights collapse and category-count runtime limit are entirely different bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent decoding mismatch and a Qwen3 Omni MoE helper behavior issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The rejection judgments are mostly conservative, but the lone accepted soft-edge pair is too strong for the packet evidence. From titles alone, 38175 (\u201cUnexpected Zero Probabilities with siglip2-base-patch16-224\u201d) and 43493 (\u201cSigLIP2 discrepancy between HF implementation and original JAX implementation\u201d) are plausibly related, but the output states as fact that they are the same bug and that 38175 is merely a symptom. That overstates what\u2019s grounded here. The canonical/best-issue rationale also leans on that same unsupported equivalence. Please downgrade this pair to tentative or reject unless there is stronger body evidence." + }, + "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": 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:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "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:45200", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "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:44206|issue:45823", + "issue:43611|issue:43931", + "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:44292|issue:45520", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44462|issue:44561", + "issue:44561|issue:44779" + ], + "prepared_review_unit_hash": "ae2fb70159dd2b4e06b5a045a429ec492e87ff5b5c0b23397852d062ddf37a62", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37676, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports that only share superficial model/subsystem themes. I found one true duplicate pair: the two Qwen3.5 MoE from_pretrained failures. All other soft pairs should be kept separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earliest report of the exact same Qwen3.5 MoE `from_pretrained` regression; issue:45478 is a later duplicate of that same concrete failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it captures the concrete bug clearly and appears to be the original report for the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor bugs, but one is audio chat-template sampling-rate handling and the other is batched video shape handling; different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI stale-device test are unrelated failures." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and bugs: OmDet processor input sizing versus LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are not the same underlying issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention compatibility, but one is a specific flash-attention import symbol break and the other is a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small versus a qwen3_omni_moe helper length issue are distinct problems." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call serialization crash and qwen2.5-vl video position-id corruption are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across versions and qwen3 recurrent-state reset with cache are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is an AMP/CUDA loss crash; the other is missing auxiliary losses when denoising is off." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and flash_attention crashing on s_aux=None are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and a pipeline error-message issue are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of `is_torch_fx_available` breaking trust_remote_code models are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error do not describe the same failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing `_flash_supports_window_size` versus missing `HybridCache` export." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are separate bugs." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "`base_model_prefix` loading break and Qwen3-VL weight-shape mismatch are different model-loading issues." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc-example errors and BeitImageProcessorFast `reduce_labels` returning one label are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch versus widespread unexpected position-id keys are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA compile failure and GraniteSpeech stale-device test failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Beit semantic-segmentation legacy-field load failure are different issues." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` in DebertaV2Model and qwen3_omni_moe output-length behavior are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 MoE `from_pretrained` regression (`transformers>=5.4.0`), clearly the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are different failures." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention integration crashing on `s_aux=None` and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are distinct code paths." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation mistakes and unexpected position-id keys across many models are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus version output differences and Deepseek tokenizer regression are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue and unexpected position-id key issue are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 `flash_attn` import KeyError are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weights loading bug and GraniteSpeech stale-device CI failure are different issues." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` and `is_torch_fx_available` removal breaking trust_remote_code are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust_remote_code breakage from API removal and Deepseek tokenizer regression are different code paths." + }, + { + "left": "issue:45520", + "right": "issue:44351", + "accept": false, + "reason": "`flash_attn` import KeyError and missing `HybridCache` import are separate import failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and close timestamps, with 45310 being earlier. The rest of the verdicts read as cautious separations rather than overclaims." + }, + "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:29127", + "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:43575", + "issue:43606", + "issue:43701", + "issue:43723", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44448|issue:44977", + "issue:43723|issue:44554", + "issue:44857|issue:45072", + "issue:28218|issue:32090", + "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:29942|issue:35141", + "issue:45372|issue:45588", + "issue:32090|issue:33357", + "issue:45459|issue:45712", + "issue:43873|issue:45229", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:43278|issue:43329", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:10000|issue:15354", + "issue:42490|issue:43575", + "issue:45372|issue:45406", + "issue:28218|issue:29127" + ], + "prepared_review_unit_hash": "cd6711d8582516b0ad225c72ab4d4b76c7b14a0e77abc70161c69f1b83638686", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36390, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated issue reports across tokenizer, model loading, attention, offload, and CI bugs. None of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local path trailing-slash import warning is unrelated to GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset fine-tuning bug for Qwen2.5-VL is not the same as BEiTImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading regression for Llama 3.2 Vision is unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression and MPS attention correctness issue are unrelated code paths." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype problems, but the affected models and failure modes differ; not the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Added-token spacing bug is unrelated to Trainer NoneType GPU broadcast failure." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module; different bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS handling issue is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and bare except swallowing errors in Fuyu are separate input-processing bugs." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-attention utility import error is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading issue and position-id key mismatch affect different mechanisms." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency issue and flash_attention.py s_aux=None crash are different failures." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to MacOS bus error with a community CLIP model." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception masking errors is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading not working and Gemma4 multi-GPU OOM are memory-related but not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export problems for Gemma3n are unrelated to flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate is unrelated to undefined video-branch helper names in multimodal token counting." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-map cudaErrorAssert on Qwen3 is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit export failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tp-induced OOM for Qwen2-57B are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and Gemma4Processor missing _tokenizer in serve are separate regression symptoms, not one fix." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to LayoutLMv3 box-insufficient-information error messaging." + } + ] + }, + "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: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:43653", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:44186|issue:45198", + "issue:25251|issue:32090", + "issue:44206|issue:44479", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44451|issue:45520", + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:43257|issue:43278", + "issue:29127|issue:34567", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:44610|issue:45412", + "issue:45440|issue:45593" + ], + "prepared_review_unit_hash": "f69eeacb26fbb0693c3d1236823cd625b1fdd8d09f59315bbbe990f84482fc65", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36348, + "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: all soft pairs are false positives spanning unrelated tokenizer, model, training, quantization, and documentation bugs. No single issue stands out as a duplicate anchor.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items cover many unrelated problem areas and do not form one coherent duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is too mixed for any one issue to represent it as the likely duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: a dummy Conv2d in Sam3PixelDecoder vs SigLIP2 model/processor mismatch and bad outputs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different failures: Gemma 4 processor import error vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention sink-less model AttributeError." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Model architecture placeholder bug vs RT-DETR memory leak on deletion; not the same issue." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different behavior: category-count runtime error vs a stale warning in paged generate()." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: output drift between v4/v5 for Pegasus vs inconsistent lm_head.weight serialization by device." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention None-handling crash is separate from Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs Qwen3.5 recurrent state reset with cache; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype change in embeddings is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and failure modes: LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting regression is unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in an image extractor vs Qwen video input regression; different subsystems and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference/output problem is unrelated to RT-DETR model memory not being released." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch vs AutoTokenizer ignoring tokenizer.json; separate loading/serialization bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is distinct from Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization broadly, but one is FP8 loading failure and the other is quantized saving failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/export and torch_compilable_check failure is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer dropping is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings in mixed-length sliding-window batching." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures do not match void segmentation map processing failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention vision-language models, but one is a MacOS bus error for a CLIP model and the other is a docs/example mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is different from dtype drift between training and evaluation." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and TrainerState token-count tracking are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash model path warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType crash and Adafactor OOM in DeepSpeed are different failure modes." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence is not the same as D-FINE missing auxiliary losses when denoising is off." + } + ] + }, + "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", + "issue:43232", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "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:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:45103|issue:45372", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:44625|issue:45584", + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "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:43761|issue:44079", + "issue:43646|issue:44077", + "issue:43441|issue:45588", + "issue:43575|issue:44387", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "5b5df8364d9a61d986de8e6201979bbd41a3af4c10b32a6c37232dfdb985b7fa", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36133, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated model-loading, tokenizer, generation, attention, and training bugs. I don\u2019t see a convincing duplicate core, so there is no clear canonical issue or PR here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Both mention import/load problems, but one is a missing Qwen2.5-VL export and the other is a generic dependency issue; not the same bug or fix." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is BigBird special-token registration and the other is FastSpeech2ConformerTokenizer loading; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "A CLIPVisionModel hidden_states regression is unrelated to Qwen3.5Moe CPU-offload rotary embedding behavior." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "One is an auto_docstring annotation/introspection crash; the other is a mistral_common ReasoningEffort import breakage in Gemma processor loading." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct training-state issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/OCR-adjacent, but one is BeitImageProcessorFast label reduction and the other is a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching/NER crashes are unrelated to BeitImageProcessorFast returning only one label." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated regressions." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box validation messaging and a MacOS bus error loading a CLIP model are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are separate model/processor issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure is not the same as Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-count overflow are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both affect generation, but compiled-forward chunked generation inconsistency is different from Gemma3 NaN embeddings caused by sliding-window/all-padding windows." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are different loading issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting and LasrFeatureExtractor center-arg crash are distinct processor bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP/CUDA crash are different image-processing/training failures." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A trailing-slash local-path import warning is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files missing revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics dropping tuple label elements affect different subsystems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading a Qwen2 model is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are different model behaviors." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel missing hidden_states and ModelOutput key assignment with None are separate regressions." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "A broad Transformers 5.0 custom initialization regression is not the same as patchtsmixer-specific post_init handling." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failures in Ministral-3 and sink-less-model s_aux=None crashes are different flash-attention code paths." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and increased CUDA reserved memory under int4 quantization are not the same failure." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepSeekV3 divergence from remote implementation 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": 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", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:43723|issue:45479", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "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", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "6d2176dfdd643dea230c2b9d169a6468cba4064c4ff21e53fef2adda4c2dd13e", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36426, + "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 collection of unrelated Transformers issues; none of the soft pairs look like the same underlying bug, and there are no PRs to consolidate.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span distinct problems in loading, config handling, training, vision/multimodal processing, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43749 is the strongest representative by engagement and impact (multiple inbound refs, high discussion) and describes a concrete runtime regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer load failure and a sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden-states regression and attention-kernel divergence are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat-template tool-call crash involve different processing stages." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and missing pad_token_id in Llama4Config are separate config issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized-save bug and wrong custom-module reload bug are different save/load problems." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are different issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 vision model loading and base_model_prefix loading break are not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer use and embedding reinitialization after resize are distinct problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training OOM and model-loading regression are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode bug and quantization offloading issue are different behaviors." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape mismatch on load and incorrect save_pretrained checkpoint serialization are different failures." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still mentioning pipeline() are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are not the same underlying issue." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig discrepancy and AutoModelForCausalLM text_config unwrapping are separate API/load-path bugs." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import error and Gemma 4 ReasoningEffort import failure are different dependency/import problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload behavior are unrelated config issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading regressions." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama model loading regression and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading and Gemma eos_token_id inconsistency are different configuration bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor OOM and CustomTrainer compute_loss signature mismatch are unrelated trainer issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure and unrecognized-model config error do not share a code path." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 indentation parsing error and DeepSpeed ZeRO3 deque pop are different failures." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing and batched chat-template tool-call crash are distinct." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and strict granite_speech config loading are separate config-loading issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow backend packaging problem and Gemma3TextConfig API discrepancy are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head tying bug and Ministral flash-attention failure affect different model 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": 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:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "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:44464", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:43673|issue:44743", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43550|issue:43701", + "issue:41950|issue:43475", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:43931|issue:44060", + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977" + ], + "prepared_review_unit_hash": "901b68322f4d7b90f03c999ef173e7f968db98a86bdb997cd748cd59b27c4bc2", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs mostly share only a broad subsystem (generation, loading, vision, or training) but not the same concrete bug or change. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this set; the items are mostly unrelated regressions and feature bugs rather than one duplicated report.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No issue is a strong global representative because the set spans many different code paths and model families.", + "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different problems: pipeline top_k output shape vs missing transformers.onnx import." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both touch SAM 3, but one is a dummy Conv2d placeholder and the other is a CUDA OOM during video inference." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both are cache-related, but they affect different models/code paths and different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is an incorrect pipeline error message about translation tasks." + }, + { + "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": "Different training bugs: metric gathering on last batch vs auxiliary-loss normalization." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "No shared concrete bug; optional post_init handling is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior and missing transformers.onnx are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure on Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS-token config mismatch is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and qwen video-input regression are different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse and mm_token_type_ids defaults are distinct Gemma issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression is unrelated to eos_token_id configuration mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel execution failure and tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a large Qwen model is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaks specific pretrained loaders; the other is an unrecognized-model/config issue." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoXConfig rotary_pct not persisting." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading for BEiT is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states regression in CLIPVision and missing load-balancing loss are different issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "GPU broadcast NoneType error and output embedding reinitialization in post_init are unrelated training/model-init bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model/config problems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale num_return_sequences warning and Whisper empty transcription failure are not the same change." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen models and serve KV-cache tensor indexing crash 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": 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:39692", + "issue:41720", + "issue:42490", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "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: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:44938|issue:45542", + "issue:43550|issue:44190", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:45276|issue:45584", + "issue:44496|issue:45803", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276" + ], + "prepared_review_unit_hash": "8463946e37114c66f6e3db65840b0cb54e4752e417f5abac22763a69b29f481b", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "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 cluster is very heterogeneous: most items are unrelated bugs, docs regressions, CI failures, or environment-specific issues. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The most representative issue is the token-embedding resize/post_init bug, since it is a concrete code-path regression rather than a broad environment or documentation problem.", + "confidence": 0.74, + "canonical_issue_reason": "issue:35141 is the clearest, most self-contained code-path bug in the set: resizing token embeddings triggers unintended output-embedding reinitialization when `tie_word_embedding=False`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 is the best representative issue because it precisely describes a reproducible model-state bug and is more canonical than the more model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/template behavior, but one is assistant-mask generation and the other is Qwen3.5-VL video position ids; different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is docs still referencing removed `pipeline()`, the other is SigLIP2 model/pipeline inference misbehavior; unrelated fixes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different code path from a stale warning about `num_return_sequences` in paged generate." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of an older issue is not the same as a crash in `apply_chat_template(tokenize=True)` for tool-call assistant messages." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX `rotary_pct` not persisting are separate config/model-state bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading a specific multimodal model are unrelated failures." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert and a categories-cardinality runtime error are clearly unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from `image_utils` and a Qwen3.5 chat crash are different problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus generation test failure and stale auto-mapping references to removed configs are different CI issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/indentation failure and a flash-attention `AttributeError` are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/post_init reinit bug and a trailing-slash local-path import warning are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merging with extended vocab collapse and incorrect visual-encoder keys in `save_pretrained` are different model-save behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric-gather label truncation and Apple Silicon allocator warmup `TypeError` are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement in XLNet positional encoding and a bare-except bug in Fuyu tensor conversion are separate code paths." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer resolution ignoring `tokenizer.json` and forwarding `revision` in `list_repo_files` are different hub API issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 import parsing error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional `post_init` handling in PatchTSTMixer and `ModelOutput` key assignment when a key was previously `None` are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure and the missing-TensorFlow backend warning are separate environment compatibility problems." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba and local dataset loading failure in a training script are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and `GPTNeoXConfig.rotary_pct` not round-tripping are different state-persistence issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version support regression and Python 3.13 indentation/import parsing are not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are separate multimodal/runtime bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech CI test and stale auto-mapping references to removed configs are both CI-related, but not the same underlying failure." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder/non-informative issue and an `_torch_extract_fbank_features()` bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers layer-creation logic and dataset loading in a training script are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 token-embedding resize behavior and Whisper empty-transcription generation are different model behaviors." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type resolution failure and bare `except` swallowing errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors and a local dataset loading failure are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error and Whisper empty transcription generation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 and Gemma4 resize-token-embeddings behavior 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": 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:41628", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:36246|issue:38617", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:44016|issue:44220", + "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:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "c3a965f1937b8d1a7f91de596624856be6cea0e9d5af03eec0efbbb5f6e9687a", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: the items mostly describe different Transformers regressions around imports, model loading, config handling, or serialization, but not the same underlying bug. I found no soft pairs that are safe to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44964 is the best representative of the cluster\u2019s broadest repeated theme: latest-transformers model-loading breakage. It is concrete, user-facing, and close in spirit to several other items about loading failures, while still remaining a distinct issue rather than a duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the most representative issue for this cluster because it captures the common failure mode of model loading breaking in recent Transformers versions and has a clear, actionable report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup is unrelated to a notebook syntax error." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields, but they affect different model configs and different missing-field behaviors." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER inputs is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different code paths; same broad area only." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected probabilities in SigLIP2 is unrelated to a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention/version gating, but they describe different failures and likely different fixes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to a generic dependency issue report." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "lm_head serialization bug and GPTNeoX rotary_pct reload bug are different problems." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve saving/tied weights, but they affect different models and different save_pretrained regressions." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import and unsafe sys.modules access may be related, but they are not the same concrete bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache continuation crash is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one is about removed API breaks and the other about cache-path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing config fields with trust_remote_code is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash import warning and leaf-directory cache collision are different path-handling bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal and removed Sam3LiteText mapping references are different issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention runtime failures are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue and model-loading failure are different regressions." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken argument handling." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings stale config references." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast reduce_labels bug and docs mismatch for return_all_scores are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend torchvision dependency are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export and nonexistent image_utils import are different import/export problems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 checkpoint save regression are distinct 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": 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:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45656", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "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:45081|issue:45907", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:43450|issue:44279" + ], + "prepared_review_unit_hash": "05718889b2d748fd1ed3041a22f22e07148307a2a0807c4915cc708aaa916e0e", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36682, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bug reports across tokenizers, multimodal configs, pipelines, and regressions. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the strongest representative: it is a concrete, reproducible API bug with broad user impact and several inbound references, making it a better anchor than the more niche or one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is a good global issue candidate because it describes a specific failure mode in a core helper, has clear reproduction value, and appears actively discussed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: SGD args ignored vs a tie_word_embeddings warning during Qwen fine-tuning." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different components and failures: t5gemma resize_token_embeddings bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Both mention version/dependency breakage, but one is a Python-version support issue and the other is a generic transformers dependency problem." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Both are training-loss related, but one is gradient checkpointing in eval mode and the other is missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to model-loading config errors for OLMo-Hybrid." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config loading error is different from from_config not unwrapping text_config." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal chat-template assistant masks are unrelated to Qwen2.5-VL rope/position_id scaling." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility breakage is not the same as a bad MIN_PEFT_VERSION bump." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission is a different bug from mm_token_type_ids default handling in Gemma 4." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Importing HybridCache and many import errors after upgrade are too broad and not the same concrete failure." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as remote_code model breakage." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization issues: multimodal defaults vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite tokenizer regression are separate model-specific tokenizer bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline selecting image processors is unrelated to Gemma4 PLE device placement during forward." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model saving/loading state, but Blip2 dtype propagation and Qwen3.5 checkpoint serialization are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "flex_attention on torch>=2.9 and tensorboard-only TF backend errors are unrelated dependency/runtime issues." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example errors are not the same as a TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression is unrelated to GLM-4.7-Flash unit-test loading issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and MIN_PEFT_VERSION bump are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "processor.tokenizer regression in v4.57.5 is not the same as Deepseek tokenizer output changing in v5." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video processor/image-processor mismatch is unrelated to the vague 'ADD THE DATA' report." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is different from Mistral regex patch crashing on backend_tokenizer." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files not forwarding revision are unrelated utility bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained is not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading TypeError." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor in deepspeed is not the same as optimizer.step being called twice with deepspeed." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to a generic transformers dependency issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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:41628", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44466", + "issue:44521", + "issue:44617", + "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:45712", + "issue:45823" + ], + "soft_pairs": [ + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "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:44671|issue:44779", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:41628|issue:43976" + ], + "prepared_review_unit_hash": "41ba304ba3d4b779096d83f940241799f0a4d98156829e913632467711f7a70a", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, processor/chat-template, model-loading, quantization, attention, docs, and packaging regressions. I don\u2019t see any pair that looks like the same underlying bug/change, so all soft-edge links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "There isn\u2019t a true canonical duplicate here; if one issue must anchor the cluster, issue 44521 is the best representative because it is open, has the most discussion/inbound references, and is a concrete user-facing chat_template regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone issue in the set: active, well-discussed, and clearly actionable. It is not a duplicate of the others, but it is the best representative bug report in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both mention dead/removed model plumbing, but one is auto_mappings cleanup for Sam3LiteText and the other is leftover dummy classes leaking into dir(transformers); different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver non-default resolution failure; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch Gemma4 weight behavior, but one is serialization of tied lm_head weights and the other is resize_token_embeddings not updating per-layer embeddings/output embeddings; different fixes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized-model loading with gpu+cpu offload are distinct lifecycle problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm eps precision issue and GlmMoeDsaIndexer torch.split return values are unrelated model internals." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained missing files is a serialization bug; gemma-4 zero3 from_pretrained is a loading/offload bug." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Generic data request versus apply_chat_template crashing on tool-call assistant messages; no shared underlying defect." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files on processor.save_pretrained and tokenizer slowdown after upgrade are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but one is a model-specific FlashAttention regression and the other is a torch>=2.9 compiled flex_attention failure; not mergeable as one PR." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary loss behavior are completely different bugs." + }, + { + "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_masks being all zero; distinct symptoms and fixes." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different regression paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model/loading issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend in a pip extra install and a Python version compatibility problem are different environment/package issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer regression are model-specific and unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks and D-FINE auxiliary-loss behavior have no shared code path." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 model outputs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError from sentence-transformers and missing TensorFlow backend with tensorboard are different dependency/import failures." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading physical-intelligence/fast failing under transformers>=5.1.0 is unrelated to tensorboard being installed without TensorFlow." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior changed across versions versus an unrelated data request; no duplicate relationship." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and gemma-4 zero3 from_pretrained failure are different serialization/loading bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Python support regression are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention branching and ANSI codes in loading_report are entirely separate." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shape and Sam3Video CUDA OOM are different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure both concern model loading, but the concrete missing field/model path differs." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "pad_token_id missing in Llama4Config and missing fields when trust_remote_code=True are similar in spirit but not the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version incompatibility in v5.1.0 are distinct 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": 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:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "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:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:44589|issue:45362", + "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:43526|issue:45003", + "issue:44336|issue:44485", + "issue:43352|issue:45250", + "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:44779|issue:45292", + "issue:44877|issue:45375", + "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:45375|issue:45759", + "issue:42886|issue:45229", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "5b8e2fd512d1b00341f5b77ebcfa0b16473bd94631e441fd168ddcdeca1cd8fa", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36776, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose thematic cluster of mostly unrelated Transformers regression reports. A few pairs share broad motifs like v5 compatibility, config loading, or import errors, but they do not describe the same concrete bug/change path closely enough to merge as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "No exact canonical duplicate stands out; issue 44561 is the best representative because it captures the broadest v5 compatibility regression theme that overlaps with several other reports in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44561 is the most central and reusable summary of the cluster\u2019s recurring \u2018v5 breaks existing usage\u2019 theme, even though most items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs intermittent import slowness; different subsystems and failure modes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; unrelated code paths and symptoms." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code leakage in loading report vs wrong position_ids docstring; one is runtime output, the other documentation." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race in testing utils vs stale generate warning for num_return_sequences; different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE/version changes, but one is LoRA compatibility on hf4.x vs hf5.x and the other is loading Qwen3VL MoE models; not the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both touch loss terms, but one is router/load-balancing loss and the other is denoising auxiliary losses; different mechanisms and model logic." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained loading; unrelated code paths." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup vs _torch_extract_fbank_features(); different pipelines and media types." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance issue vs unrecognized model/config loading error; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen, but sliding_window behavior and chat crashes are different problems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated components." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal color codes in loading_report vs GLM-5 RoPE implementation discussion; no shared failure path." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention unsupported error vs a generic Flash Attention 2.0 topic; not the same concrete issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules and symbols." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access vs captured_info.txt race; unrelated code paths." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache handling vs removal of is_torch_fx_available; both v5 regressions but not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness vs Gemma eos_token_id mismatch; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing auxiliary loss vs AMP crash in LwDetrImageLoss; different model logic." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error vs slow data filtering after upgrade; no common code path." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma-4 mm_token_type_ids defaulting; different models and symptoms." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2_5_VLImageProcessor vs deepspeed/BertModel IndexError; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings; both tokenization-related but not the same defect." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one is config rejection for granite_speech and the other is silent field dropping in Qwen3.5MoeVisionConfig; not mergeable as one fix." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; different behaviors." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Pipeline docs/behavior issue vs sys.modules access bug; no overlap." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize/output mismatch vs version-dependent tokenization changes; different underlying issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/cache state issue vs ANSI code emission in loading report; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure vs unsafe sys.modules access; different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Transformers>=5.1 loading regression for a specific model vs tokenizer error masking when protobuf is missing; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict config field in composite multimodal config vs AutoModelForCausalLM.from_config not unwrapping text_config; both config-related but different code paths." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache/tokenizer loading bug vs multi-GPU OOM; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs import slowness; different areas entirely." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:41628", + "issue:42371", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "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", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "7078dadc5845133d8cc18708d4233c4acbca9a377ee7d7c2d88f904c2eabb73e", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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 cluster is mostly a loose bundle of Transformers v5-era regressions and model-specific bugs, not a set of true duplicates. The only strong commonality is broad breakage after upgrades, but the individual issues target different models, code paths, and symptoms.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the most umbrella-like report: it broadly describes upgrade-induced breakage, while most other items are narrower model-specific or subsystem-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single representative for the cluster because it is the broadest user-facing regression report, but it should be treated as a representative rather than a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 problems: dummy Conv2d in the pixel decoder vs a model-type mismatch warning." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque error." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated model bugs: stale GlmMoeDsa indexer cache vs Gemma 4 missing mm_token_type_ids defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different code paths and models: SAM3 video encoder attribute error vs Qwen3OmniMoe video-input processing failure." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a from_pretrained failure and the other is an optimizer double-step bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Different tied-weights/embedding issues affecting different serialization and resize paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to the ESM2 breakage." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: GlmMoeDsa cache staleness vs flash_attention crashing on sink-less models." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different symptoms: tied-weights warning vs stale paged-generate num_return_sequences warning." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation caching, but one is chunked_prefill cache metadata and the other is server KV-cache indexing." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL-30B is unrelated to the Qwen3.5 tied-embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Different import-layer issues: missing image_utils import vs tokenizer error handling when protobuf is absent." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash is unrelated to the Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer_config mismatch and the other is missing processor files." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but one is sync_gpus kwargs handling and the other is missing cache in chunked_prefill." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to the performance regression after upgrading to v5.3.0." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage is not the same as the ESM2-specific failure." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache/chunked_prefill bug is a different code path from generic import errors after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files is unrelated to DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same bug as double optimizer stepping." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "The Chinese filtering slowdown and Qwen3.5 Moe from_pretrained error are different regressions." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is unrelated to GGUF loading failure." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report is not the same as the Gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging during load are different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 breakage is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to old InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different video bugs: missing fpn_position_embeddings vs wrong vision_position_ids." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 Video attribute error is unrelated to trust_remote_code missing fields in AutoConfig." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols/modules and 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": 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:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "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:44222|issue:45310", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:42222|issue:45200", + "issue:43377|issue:44242", + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:44188|issue:44373" + ], + "prepared_review_unit_hash": "a3826f3cf1b7a285fef8cf72b8af1e0f1cca3836bde90a01003985bff1615e66", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37105, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only superficially similar (same subsystem or model family) and should stay separate. I found two true duplicate pairs: the identical Qwen3ForCausalLM VRAM leak reports, and the identical Qwen3.5 MoE from_pretrained error reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue candidate: it has the richer discussion/inbound references, and issue:43704 appears to be the same VRAM-leak bug with less context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue overall because it is an exact duplicate target with the most supporting activity among the accepted duplicate pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different bugs: Mistral tokenizer regex crash vs auto-docstring annotation crash." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: SAM3 vision output attribute error vs tokenizer-mapping add-new-model-like failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Both are model-loading/saving related, but one is quantized model saving and the other is a Llama4 config attribute bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different concrete failures: missing config field vs generic from_pretrained error." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Unrelated generation bookkeeping bug vs attention-kernel divergence under torch.compile." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5/MoE area, but one is a from_pretrained regression and the other is a vision-config field being dropped." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different underlying fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different failures: FineGrainedFP8 accuracy issue vs FP8 save_pretrained/moe serialization issue." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different concrete bugs: pipeline-parallel output corruption vs a specific Qwen3_5 infinite-loop image case." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill issue is unrelated to attention-kernel branching under torch.compile." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import failures: GenerationMixin import vs AutoImageProcessor import." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both touch persistence, but one is quantized-model saving and the other is extra_state handling in save/from_pretrained." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different scopes: missing TensorFlow backend in extras install vs leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus and a janus image-generation test failure are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broader Qwen3/MoE area, but different model variants and failure modes; not the same concrete bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model/config issues: broken vitpose models vs mm_token_type_ids defaulting for Gemma 4." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different functionality: MIMI padding-mask inconsistency vs load-balancing loss routing behavior." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs xdist file-write race." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: unrecognized model/config loading vs xdist captured_info.txt race." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: Beit pretrained preset legacy field vs xdist race condition." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: Phi-4 multimodal load regression vs DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different issues: missing TensorFlow backend in extra install vs nonexistent image_utils import." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different bugs: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Completely different areas: Sentence Transformers loading stall vs resizing token embeddings reinit." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to an image_utils import regression." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different issues: multimodal config defaulting vs ModelOutput key assignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence is unrelated to a docstring typo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two accepted duplicate pairs are supported by identical or near-identical titles, and the conservative false verdicts are consistent with the issue descriptions. The canonical choice for issue:42673 is also supported by its higher discussion activity versus issue:43704." + }, + "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: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", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "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", + "issue:45834" + ], + "soft_pairs": [ + "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:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "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:30333|issue:36331", + "issue:41628|issue:42757", + "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:30333|issue:35141", + "issue:44263|issue:45092", + "issue:44373|issue:44485" + ], + "prepared_review_unit_hash": "da496fd19da73b47d23206553aa9aabab844f244f7a18a939e3d990668d3391f", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37515, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose collection of unrelated Transformers bugs/import regressions rather than one duplicate cluster. None of the soft pairs look like the same underlying issue; the strongest standalone issue is the open Granite tokenizer regression.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45812 is the clearest high-impact, actively open regression with broad user impact and multiple inbound references; if one issue must represent this set, it is the most actionable choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the strongest combination of severity, concrete regression description, and ongoing relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they affect different symbols, different packages, and different root causes." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "One is an embedding dtype regression; the other is a DeepSpeed ZeRO3 deque IndexError. Not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer behavior changes, but one is about clean_up_tokenization_spaces semantics and the other is a Granite token ID regression." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation crash vs auto-docstring annotation handling crash; unrelated code paths." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and different models." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different failure modes; not one concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method vs remote-code meta-init incompatibility are different issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug vs missing tensor-parallel plan for a different model." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are unrelated repository issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Pegasus v4/v5 output difference is broader and not the same concrete clean_up_tokenization_spaces bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error vs optimizer stepping twice under DeepSpeed are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy class leakage are different maintenance problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained on MoE vs tokenizer_class metadata mismatch in save_pretrained are different serialization bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the DeepSpeed optimizer-step issue." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script returning empty results vs local dataset loading failure are different example-script issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained bug vs processor.save_pretrained missing files are different save-path problems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to processor serialization missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument crash and auto-docstring annotation crash do not share the same code path." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow logging on failure and custom trainer compute_loss signature breakage are unrelated training issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different APIs; same broad symptom, different root cause." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Transformers.onnx import missing and AutoModel requiring PyTorch are unrelated dependency/import issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting and Llama model loading regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size question." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug and Kosmos2.5 long-OCR index error are different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel missing PyTorch and MLflow reporting on failed training are unrelated import/training issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job MLflow reporting and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value handling in GLM MoE indexer is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording issue vs GLM-5 RoPE implementation bug are not the same problem." + } + ] + }, + "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:22355", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "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:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44623", + "issue:44704", + "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:46002" + ], + "soft_pairs": [ + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:44514|issue:45103", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "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:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:22355|issue:28218", + "issue:42371|issue:44263", + "issue:44117|issue:44704" + ], + "prepared_review_unit_hash": "ac7203e54d8ac415dec276671011387e0eccf96ec184cfa9d5e1a7d22d7b00fd", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35788, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with only a loose tokenizer-loading/v5 theme. I would anchor on the broad AutoTokenizer.from_pretrained v5 loading regression, but the proposed soft pairs are not duplicates of the same concrete bug/change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in v5, which best matches the cluster\u2019s strongest recurring theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best issue representative because it captures the most general user-facing failure mode in this set: tokenizer loading breaks in Transformers v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer code, but one is about torch.split return handling and the other about a missing ReLU; different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "One is about position_ids buffer access, the other about processor.save_pretrained omitting files; unrelated code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both are runtime crashes, but one is a chat-completions request rejection and the other is a Gemma4Processor attribute error; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failure modes: batched apply_chat_template padding behavior vs auto_docstring annotations handling." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve multimodal models, but one is meta-init incompatibility for old InternVL2 checkpoints and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different issues: MLA layernorm epsilon precision error vs remote-code checkpoint meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic from_pretrained loading failure and the other is eos_token_id configuration inconsistency." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Different underlying causes and models; both are tokenizer load problems in v5, but not the same concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated topics: Sentence Transformers loading hang vs SigLIP2 zero-probability inference." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different training pathologies: flash_attention_3 degeneration vs NaNs on checkpoint/init." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic tokenizer load regression vs AutoTokenizer failing on a specific FastSpeech2Conformer tokenizer; not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/models; too broad to dedupe." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Separate config serialization bugs: multimodal defaults when None vs rotary_pct not persisting on reload." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime/indexer math issue and the other is a docstring problem; not duplicates." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both mention model quality/bugs, but the concrete problems are unrelated and in different model families." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions: wrong offset_mapping vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure vs quantized model saving failure; distinct code paths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from huggingface_hub is not the same as a broad collection of import errors after upgrade." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update bug vs missing auxiliary losses in D-FINE; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture/config issues: RoPE layer dropping vs tied-weights warning." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy issue with FP8 training is unrelated to Qwen3_5 infinite-loop generation on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI command vs NameError importing sentence-transformers; different failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are separate tokenizer bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different behavior: tokenization changes across versions vs assistant_masks being all zero for multimodal inputs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs added-token spacing behavior." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and DSA indexer math bugs are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs forwarding bug; 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": 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:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44261", + "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:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:44261|issue:44373", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753" + ], + "prepared_review_unit_hash": "40c6280dbbd098a60b876cf3415f151a81f46ed97a6fc6dd588ae9b754448a59", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36600, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformer/HF issues; the soft-similarity pairs are generally only superficially related by subsystem or symptom and do not look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the broadest representative of the set because it captures the general \"many import errors after update\" theme and can plausibly subsume nearby import-related reports better than the narrower, model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best issue anchor for this cluster: it is broad, user-facing, and closest to several other import/API regression reports, even though most pairings are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: custom model initialization breakage versus NaNs in classification heads after checkpoint/init." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load/runtime failures, but one is Sentence-Transformers hanging and the other is a MacOS bus error with a CLIP model; different code paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different APIs: cached_file kwargs forwarding versus chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated issues: reading a registered position_ids buffer versus tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but one is a generic sync_gpus/update_model_kwargs bug and the other is a Qwen3.5 recurrent-state reset bug; not the same concrete defect." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different features and failures: saving dequantized models versus incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior regression versus apply_chat_template batching/padding crash; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure versus pipeline-parallel inference correctness; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 41628 is one missing symbol while 45278 is a broad collection of post-upgrade import errors; too coarse to be the same duplicate." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps precision issue versus a wrong docstring for position_ids; the latter is documentation-only." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug versus a model loading problem; different failure modes." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both involve import breakage, but one is a missing nn symbol in sentence-transformers and the other is stale auto_mappings references to removed SAM3 configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models versus invalid GenerationConfig for GLM-5; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 tracker-vs-video config warning is not the same bug as a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation bug and GLM-5 RoPE implementation issue are different model/components." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset_mapping correctness and assistant_masks being all-zero in multimodal chat templating are separate problems." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification example script returning empty results is not the same as Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug versus tokenizer save_pretrained metadata mismatch; different paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models versus failing to load Phi-4 multimodal instruct; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMV3 box-validation message clarity and Sentence-Transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model load failure versus position_ids buffer read error; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and report different incorrect behaviors." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file loading failures are different API paths." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label example script empty results are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a model loading bug and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols; not the same underlying defect." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is checkpoint save correctness and the other is from_pretrained loading error." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different modules and symbols (huggingface_hub is_offline_mode vs transformers HybridCache)." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype mismatch in embedding layers is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 JAX-vs-HF implementation discrepancy is not the same as Qwen3_5 infinite-loop behavior on a specific image." + } + ] + }, + "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:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44291", + "issue:44466", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002" + ], + "soft_pairs": [ + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "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", + "issue:44466|issue:46002", + "issue:42673|issue:43906", + "issue:45405|issue:45446", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "8524b45e3eebafd183bd113ad659d9487af22535207cab8c878f9547b5bcda4e", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35816, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly consists of unrelated Transformers v5 regressions that only look similar at the title level (tokenizer, import, save/load, generation, training, multimodal). I don\u2019t see any pair that is clearly the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out: the items span distinct failure modes across different subsystems, and the soft links are driven mostly by generic v5 similarity rather than the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a strong global duplicate target; the closest matches are still model- or code-path-specific regressions that should stay separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms; not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "One is about failing to save dequantized Ministral/Devstral models, the other about FP8 save_pretrained for moe models; different code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing weights on load vs AutoProcessor not forwarding kwargs to cached_file; unrelated loading bugs." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and a flex_attention PyTorch version-check issue are separate import-time failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type vs incorrect Deepseek tokenization; both involve tokenizers, but not the same bug or fix." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A missing import symbol and a broad upgrade causing many import errors are not the same underlying issue." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM across dataloader threads is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different problems." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx vs a clearer layoutlmv3 error message; unrelated issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading breakage and NaNs in classification heads are different model-loading/training problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior warning and a missing image-patch method in GLM46V are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility checks and a flex_attention import/version check are separate environment issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and a Ministral flash-attention bug affect different architectures and code paths." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP2 optimizer state corruption and missing GenerationMixin cache are unrelated training vs generation bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Empty multi-label classification results in an example script and SigLIP2 HF/JAX discrepancy are different concerns." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args being ignored and trainer.evaluate failing after train are separate training issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE save/load behavior, but one is incorrect save_pretrained keys and the other is a from_pretrained error; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and Qwen3.5 Moe from_pretrained failures are different model families and failures." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An example script returning empty results and a pipeline translation error message are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 generation config validation and a stale paged-generate warning for num_return_sequences are different generation bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and a flash_attention AttributeError for sink-less models are unrelated code paths." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset_mapping; not enough to treat as one bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Wrong offset mapping for Qwen3 and incorrect Deepseek tokenization are model-specific tokenizer bugs with different symptoms." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention version-check import issue are not the same problem." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are distinct model-specific failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization and NaNs in classification heads are different model state/initialization bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloader use and a reproduction of a different issue are not duplicates." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a flex_attention PyTorch version check are unrelated dependency problems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights loading and PretrainedConfig type-checking breakage are different compatibility 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": 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:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656" + ], + "soft_pairs": [ + "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:44829|issue:45216", + "issue:44484|issue:45310", + "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:38617|issue:44220", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408" + ], + "prepared_review_unit_hash": "f23328953cf6d840933db3b9a01976cc61567b30273f3c2ffe55799ed810c6a8", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36664, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous mix of Transformers issue reports; the soft pairs are superficially similar by subsystem/version theme, but they do not look like the same underlying bug. No PRs are present in the cluster.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here and best matches the recurring version-regression/import-breakage theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue to anchor the cluster because it is broad, user-facing, and closest to the repeated upgrade/import failures seen elsewhere.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both are runtime failures, but one is batched video shape handling and the other is AutoProcessor crashing without torchvision; different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a bug in testing_utils.py while the other is a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None vs Mistral regex patch crash are unrelated tokenizer bugs with different failure points." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset_mapping bug and runtime post-processor update bug affect tokenization differently and are not the same defect." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training collapse and save_pretrained checkpoint corruption are distinct problems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE loading error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 warning behavior and MLA layernorm precision mismatch are different backend issues." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multithreaded dataloaders and Apple Silicon TypeError in allocator warmup are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a testing_utils bug do not share the same failure mode." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs KeyError loading MobileLLM-125M are different loading problems." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad regression umbrella, but the former is a specific missing import; not the same concrete bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and missing TensorFlow backend with tensorboard are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "A trailing-slash import warning and a VRAM leak are different issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() failure affect different modules." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in a torch extra install is unrelated to vitpose model breakage." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM generation config invalid and unrecognized model/config.json error are separate model-loading issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control warning and FineGrainedFP8 accuracy regression are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is request acceptance and the other is streaming inference failure on a specific model." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and deepspeed causing double optimizer steps are distinct optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder type and the other is changed tokenization output; not clearly the same defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation and BLIP2 dtype fields staying float32 are different dtype issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A question about shard size is unrelated to a Qwen3.5 MoE loading error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are different model/component bugs." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3Next-ish model loading, but the concrete missing components and failure paths differ." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are separate v5 regressions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling and RoPE implementation are different GLM code paths." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "The bfloat16 compile warning and sam3 model-type warning 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": 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:42222", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43825", + "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:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "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", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550" + ], + "prepared_review_unit_hash": "d558820a588bddaab06fd79fcef42e4b62ae00c3732ac4d548c7a31a2b6fc745", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37942, + "estimated_input_tokens": 9486, + "estimated_eval_tokens": 19228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5-era bugs and regressions (imports, tokenizer loading, model-specific config issues, training/runtime failures, and docs). I don\u2019t see any strong duplicate pairs; the soft similarities are usually only at the subsystem level, not the same concrete bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43097 is the best anchor for the cluster because it is a clear v5 breaking-change report, user-facing, and has inbound references; it also best matches the broad theme of compatibility regressions seen across the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest representative issue in this set: it is concrete, well-scoped, and sits near the center of the overall v5 regression theme, unlike many other items that are narrow model-specific failures or documentation-only problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Both are ImportError reports, but they concern different missing symbols in different code paths/modules; too generic to be the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral-3 load failure and the other is a training-quality regression in sequence classification; not the same concrete bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "A PretrainedConfig typing regression is unrelated to a TensorFlow backend import/availability error." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different failure modes: shape mismatch on load vs missing attention projections in layer 0." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model family, but the reported failures are different enough that they do not look like one underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "A SwitchTransformers sparse-layer construction bug is unrelated to a PretrainedConfig type-checking regression." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different utilities and different symptoms; no shared code path indicated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is about a removed config flag in v5, the other about gguf_file handling in from_pretrained; only a broad version/theme match." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A processor/torchvision crash and a testing_utils bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve from_pretrained/tokenizer loading, but there\u2019s no evidence they stem from the same mapping bug or code path." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Completely different issues: missing torchvision vs save_pretrained shard-size behavior." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different model/component bugs with no shared failure mechanism." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different model families and different symptoms; one is a warning mismatch, the other a tie_word_embeddings warning." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "A Python-version compatibility problem is not the same as a PretrainedConfig typing break." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Unrelated processor-loading crash vs missing ReasoningEffort import." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals and different bug surfaces; no clear shared root cause." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but they reference different missing names from different packages and are not the same underlying breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training optimizer-state corruption and Liger Kernel application under model_init are different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is a missing projection issue and the other is a missing config field silently dropped by strict validation." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction with duplicate special kwargs is different from TOKENIZER_MAPPING_NAMES unexpectedly returning None." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag warning is unrelated to a flash_attention crash on sink-less models." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but they involve different exported symbols and different compatibility issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-family issues, but the specific model/component failures are not the same." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are separate code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is about violating local_files_only, the other about a missing encoder weight during model loading; different bugs." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading without torchvision and tokenizer mapping None are not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config flag behavior and quantization offloading problems are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A runtime loading crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The reproduction-only issue does not provide enough evidence that it is the same tokenizer-decoder bug." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Docs mentioning return_all_scores and a removed v5 config flag are different problems." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task support messaging and saving Pipeline objects are separate issues." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing model weight on load is unrelated to the max_shard_size default in save_pretrained." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and different training/runtime failures; not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42886", + 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"issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated subsystems." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request validation at /v1/chat/completions is not the same as batched apply_chat_template crashing." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained load error are different directions and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model import warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; not the same concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Compile-time precision warning vs compiled flex_attention failure on newer torch versions." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "ImportError from huggingface_hub and ImportError for a Transformers model class are different missing symbols/packages." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression and GPT2 attention scaling regression are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and unexpected API calls despite local_files_only=True are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support are different model/features." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions endpoint rejection and assistant tool-call chat template crash are separate request-path issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and sorted-state_dict load error are different load-time failures." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and Pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage and Qwen3.5 infinite-loop-on-image are different model bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config attribute error 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"issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cleanup behavior change and tokenizer decoder type regression are distinct tokenizer issues." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error and patchtsmixer post_init rule change are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are different object/model serialization paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version support regression in 5.1.0 and Python 3.14 load failure are related only loosely, 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", + 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"issue:42890|issue:44112", + "issue:42890|issue:45600" + ], + "prepared_review_unit_hash": "f871f3a71b22dea5c94f5489b09b17c184b0119df8b6cbafd6b57d63d54671ff", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated issue reports spanning import/load regressions, model-specific config bugs, and training/runtime problems. 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"issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decoration vs. import failures after upgrade are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Different Python/runtime issues: compiled-file errors vs. a Python 3.13 decorator parsing problem." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict ordering load error vs. a missing Qwen3.5 vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import slowness, but one is a concrete star-import cleanup while the other is only a vague intermittent report." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated model config error vs. FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test 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"issue:45381", + "accept": false, + "reason": "Python loading failure and a Qwen2.5-VL position-id bug are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different model/output bug vs. a patchtsmixer post_init policy issue." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local path import warning and SGD arg handling are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs. an OOM while loading a specific large model." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer math change vs. DeepSeekV3 implementation divergence." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import error vs. tokenizer-loading regression are different failures." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Loading error when state_dict is sorted is unrelated to save_pretrained shard size defaults." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different crashes in different model code paths." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIP attentions output regression and s_aux=None flash-attention crash are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "CI seeding flake vs. Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures in different tests." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info race and broken auto_mappings references are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression with identical title/model/version; these look like duplicate reports of 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": 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:43526", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44062", + "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:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "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:43010|issue:43232", + "issue:30990|issue:31795", + "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", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "47816be593cf8ad89cc0f6de55414d0373e845e9d2c36a4caa7df4117ccf7ffc", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38493, + "estimated_input_tokens": 9624, + "estimated_eval_tokens": 19504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; the only clear theme is broad Transformers v5 compatibility/import/loading regressions, but the soft pairs are not the same concrete bugs and should remain separate.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43576 is the broadest, most representative v5 breakage report in the set, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 best captures the cluster\u2019s overall pattern of v5-era compatibility regressions and broken CLI/API behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: offline/local-files-only behavior vs a token construction TypeError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading failures, but one is tokenizer loading and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe handling is not the same as missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both touch tests, but one is a flaky integration test and the other is a generic testing_utils bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "OOM under int4 quantization is unrelated to checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file runtime errors and a post-upgrade performance regression are different problems." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but tensor-parallel plan missing vs from_pretrained loading failure are not clearly the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation internals: cache update decoration vs sync_gpus kwargs handling." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading issue and documentation confusion about model.forward are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing config field are separate model-specific issues." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and missing image-processor method/token counting are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 loading regressions, but different model families and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network-call suppression and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Meaningless title overlap only; no shared bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Running compiled Python files and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and save_pretrained for Pipeline objects are different." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and an unrelated title are not duplicates." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/MoE-related, but one is save_pretrained and the other is inference support." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and error surfaces." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Possible v5-adjacent breakage, but missing import from huggingface_hub is not clearly the same as the env command failure." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type checking are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and missing Qwen2.5-VL export are separate import/CLI issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap beyond being open issues." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are missing exports, but not the same symbol or root cause." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing import in configuration_utils and the env command problem are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Env command breakage and Python 3.14 load failure are different compatibility issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing and a typo in cache strategies are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated title do not match." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated issue title are not duplicates." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs about return_all_scores are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No evidence of the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command in v5 and Python 3.14 load failure are different failures." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache bug and cache-strategy typo are not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwarg bug and unrelated title." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation issue is unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "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:44038|issue:45125", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "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:43976|issue:44393", + "issue:43408|issue:44315", + "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:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908" + ], + "prepared_review_unit_hash": "04cc16ba210fa0233e373debb486d2701b46eaafffecdb728969c9d44878516b", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38755, + "estimated_input_tokens": 9689, + "estimated_eval_tokens": 19634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression/import/configuration issues rather than one single duplicate bug. The closest umbrella issue is the broad v5 breakage report, but the pairwise soft matches are mostly only superficially similar.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here because it most clearly summarizes the broad post-upgrade regression theme ('many import errors after update from 4.57.0 to 5.5.0') without being as vague as the generic catch-all reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative top-level issue for this cluster: it captures the shared v5 migration breakage theme better than the other, more narrowly scoped or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different concrete problems: one is a Qwen3.5 chat crash, the other is a broad vague complaint about many models breaking." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Unrelated bugs: MLA RMS norm precision/config issue versus a DSA indexer activation omission." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "`processor.save_pretrained` missing files is a specific serialization bug; the other issue is too generic to indicate the same path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both involve loading/import behavior, but one is lazy loading and the other is a TensorFlow backend initialization error; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "These are both import-related at a high level, but one is lazy loading and the other is unsafe `sys.modules` access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different failure modes: 2D bbox hallucination versus an infinite loop on a specific image." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3-VL/Qwen3.5-MoE regressions, but the concrete problems differ: a general bug versus missing tensor-parallel plan metadata." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Different breakages after v5 upgrade: broken `transformers env` command versus model checkpoint reload incompatibility." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different areas entirely: Qwen3-VL output error versus `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance regression versus missing generation cache during chunked prefill are not the same code-path issue." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_id` on `Llama4Config` is a specific config bug, not the same as a generic 'many models break' report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility problems, but one is generic checkpoint reload failure and the other is a remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is unrelated to a broad v5 breakage complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in `StableLmConfig` is a specific model config regression, not the same as the generic umbrella issue." + }, + { + "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": "Different subsystems: `AutoProcessor.from_pretrained` kwarg forwarding versus inverse-sqrt scheduler kwargs handling." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test due to missing seeds is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression reports, but one is specifically import errors after upgrade and the other is a very generic complaint; not enough to treat as the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and broken lazy loading are related only at a very high level, not the same underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output corruption are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to Liger kernel application with `model_init`." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support missing for Nemotron is unrelated to Qwen3-VL 2D bbox errors." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a specific serialization bug, not a duplicate of a generic issue report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "`position_ids` buffer access error is a concrete tensor/buffer bug; the other issue is too generic." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse-sqrt scheduler kwargs are different features and failure modes." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking are unrelated bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * performance regression and missing `HybridCache` export/import are different import problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "A performance issue from import * usage is unrelated to a testing utility bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility breakage is not the same as a generic v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different bug reports: Qwen3-VL bbox issue versus Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "`post_init` policy on patchtsmixer and `_get_tied_weight_keys` crashing on a list are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` and inverse-sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around `input_ids`/`past_key_values` is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time slowdown and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied with `model_init` and flash_attention_3 training degeneration are different bugs and code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are both broad v5 issues, but not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation omission is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight key lookup crash are different serialization utilities." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not establish the same Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and scheduler kwargs 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:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "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:44492|issue:44998", + "issue:44861|issue:45290", + "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": "5791fb713f284bc7d30be52bdda3f3343192c6811d81382cb8b9c2275b868419", + "component_budget": { + "node_count": 404, + "item_count": 404, + "soft_pair_count": 1511, + "serialized_chars": 779545, + "estimated_input_tokens": 194887, + "estimated_eval_tokens": 390030 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 32, + "serialized_chars": 29799, + "estimated_input_tokens": 7450, + "estimated_eval_tokens": 15156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly not duplicates. There is a loose Transformers v5 / loading-regression theme, but the soft pairs generally point to different concrete bugs, so none should be merged as the same underlying issue.", + "confidence": 0.72, + "canonical_issue_reason": "No exact duplicate stands out; issue 45310 is the clearest representative of the recurring v5/from_pretrained loading-breakage theme, while most other items are either unrelated, documentation-only, or model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best umbrella issue in this set because it is a concrete, user-facing v5 loading regression and sits closest to the main repeated pattern; the others are mostly narrower or unrelated symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: timestamp calculation in a processor vs RoPE implementation for GLM-5." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug and scheduler-kwargs bug are unrelated code paths." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion is not the same as a model-loading regression." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue and VRAM leak are different problems." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs issue vs an ImportError in flash-attention utils; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model init/loading, but they are distinct failures with different triggers and fixes." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Separate model-specific positional-encoding bugs in different architectures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded use is unrelated to RoPE math." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug vs timestamp calculation bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings issue and VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp computation in a processor is not the same as save_pretrained missing files." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different symptoms and subsystems: timestamp math vs memory leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a MoE indexer is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and positional encoding are different concrete bugs." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue is not the same as audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer/v5-related, but they describe different tokenizer regressions and are not clearly one bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated 'Unemployment' issue do not match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies is unrelated to the other issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash and chat-template tool-call crash are different failure paths." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "No relation: 'Unemployment' is not the same underlying issue as broad model breakage." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and an unrelated issue title are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment vs a testing_utils bug is plainly unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a tied-weights AttributeError are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as _get_tied_weight_keys crashing." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an import error are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support request for Qwen3-VL/Qwen3.5 MoE vs missing processor files after save_pretrained." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting failure and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bug are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue and documentation confusion do not describe the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is fp8 support and the other is a concrete from_pretrained regression." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint-loading slowness and tokenizer-loading regression are not the same underlying defect." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and fp8 inference support are different feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "6f18bc560b8d3db383c405886088e868425d0715269174c4a12893c62828b2cb", + "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": "Only the two model-loading issues are remotely related; the tokenization issue is unrelated. Even the model-loading pair looks like different bugs: one is about a bad auth/error path for private models, the other is a general failure loading a public model.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #16618 is the most concrete and central model-loading failure in this set, so it is the better representative if these are being grouped at all.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue to anchor the cluster because it is the most direct user-facing loading failure; #15980 is narrower and #13244 is off-topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problems: Tapas tokenization mismatch versus inability to load bert-base-uncased. Same broad ML area, but not the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model download/loading, but one is specifically about a private-model authentication error message while the other is a general failure to load a public model. Not the same concrete code-path 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": "2abbbde6b99f1a27110faaf917808293d46ff85bb499ddcfa688bbee912a7cf8", + "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 two issues are not duplicates: one tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They share a broad \u201ccommunity contribution\u201d framing but describe different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "issue:26350 is the better representative only because it has much higher discussion activity and is the more established tracking thread; however, it is not a duplicate of issue:33260.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:26350 has stronger engagement and appears to be the more prominent community-tracking issue, making it the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: the titles and descriptions point to different feature requests\u2014Flash Attention 2 vs GGUF support\u2014so they do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "bd7ca93463fd1fbb2b12ae31302ce3c242003d8133880745f2eaff4794c01328", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6442, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6442, + "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 is mostly an i18n docs-translation request pattern. The Turkish and Spanish issues are separate language-specific requests, while the three generic \"[i18n-]\" issues look like near-exact duplicates of the same template-style issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the best canonical representative because it is the generic translation-request template and sits at the center of the near-identical generic issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest issue to keep as the representative duplicate target; the generic template issues are effectively the same request, while the Turkish and Spanish tickets are distinct language-specific requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete language request (Turkish vs generic template), so not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request is not the same as a generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Language-specific Turkish request does not match the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages and therefore different translation tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request is distinct from the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete language request versus a generic template duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request and generic template are not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-exact same generic template issue; titles and body sizes are effectively identical, so they appear to be duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic translation template with near-identical content, indicating duplicate issues." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are the same generic placeholder issue with only trivial variation, so they should be merged as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the generic [i18n-] issues are extremely close in title/body length and have very high soft similarity, while the Turkish and Spanish issues are clearly language-specific by title. The soft-edge verdicts are conservative overall, and the canonical representative choice is reasonable." + }, + "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": "8dca3a17a9667b07b864aeff0b9b4e73c5d6b4c3a58e5dad74b4a77e5cb7abfc", + "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 only superficially similar: it groups many distinct model-request issues (different models, modalities, and architectures). The shared pattern is \u201cadd/support model X,\u201d but they are not duplicate bug reports or mergeable change requests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different models with no shared concrete change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different architectures and implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 target different models; only broad subsystem similarity." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer requests do not share the same code path." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different requests and not mergeable as one change." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and sparse transformer support are different model/code-path changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio support are distinct models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families; not the same underlying request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model integrations." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT differ in model architecture and support target." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and sparse transformer support do not appear to be the same concrete change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support target different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and code paths." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like RoPE is a broader architectural theme, not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are separate modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio support are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and sparse transformer support do not share a concrete code path." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough for duplication." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio support are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse transformer support are different change requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different models and implementation targets." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete fix." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are distinct models; same general audio area is too broad." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are different model implementations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are not the same underlying request." + } + ] + }, + "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": "f4b6f4b6d8fefc7311e1333c5d3dbdc54d7e352cd5057e9ed7051639cd4895f6", + "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 issues are not true duplicates; they span unrelated models, config typing, tokenizer warnings, and a typo in a quantization path. The cluster looks like a weak soft-similarity bundle rather than one underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44031 is the most discussion-heavy and broadly user-facing item in the set, so it is the best anchor if one issue must represent the cluster, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44031 is the best single representative by activity and generality, though the cluster is too heterogeneous for a real duplicate merge.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and bug types: Llama4 norm behavior 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": "Mask2Former loss-target handling and tokenizer regex warnings are unrelated subsystems and failures." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different model and issue class: missing ignore_value usage vs incorrect type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing do not describe the same underlying problem." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint correction is not the same bug as tokenizer regex warning regressions." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are unrelated: ModernBERT norm_eps typing vs a typo in orig_conversion.quantization_operation." + } + ] + }, + "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": "4aa3bb0debe8b5c4028925167c31baec4d1f76d49c5236acee90b14d9960781e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "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 asks for DeepSeek v3.2 support, while the other is a vague request about set block decoding. They refer to different feature areas and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43037 is the more specific and actionable issue; it clearly describes a concrete model support request, unlike the more ambiguous block-decoding title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43037 is the best representative of the cluster because it is the clearer, better-scoped issue and most likely to remain useful for tracking work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles indicate different underlying requests: block decoding behavior vs adding DeepSeek v3.2 support. There is no evidence they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "c7f1c1deedac6a4f10a5304c322ae85141875629e11e38e2bcac387039a28f2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a broad theme level (custom trainers), but they target different Trainer behaviors: column removal customizability vs FLOPS estimation. They should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43598 is the more central Trainer customization request and is the cleaner representative of the cluster's shared theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best issue representative because it names a concrete Trainer behavior to revise, whereas #43600 is a separate FLOPS-accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but they address different code paths and outcomes: one is about `remove_unused_column` customizability, the other about FLOPS estimation. Not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "12158194cd046ba4337352f61da13d45c9572c258ebceb6a2cee47de6ce5580f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very broad theme level (Qwen model AutoModel support) but describe different model families and different API gaps: one is about Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other about AutoModelForSequenceClassification support for Qwen3.5. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43684 is the broader, more central request for auto-class registration support; #44405 is a separate, narrower task for a different config and head.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better representative of the cluster because it covers the larger registration gap and is closer to a general model-support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. Same ecosystem, but 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": "46648f21cfcb4b04ae4ae9aba0b3b9accb30dae283649b208f36be781675523a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "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 extremely sparse and title-only; three share the same generic \"huggingface\" title, but there is no body detail to confirm the underlying problem. I would treat 43845 as the tentative representative only because it is the earliest of the repeated-title issues, but no soft pair is safe to merge on the available evidence.", + "confidence": 0.24, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\"-titled issues, so it is the best tentative canonical representative among the near-identical titles. However, the lack of any meaningful body text makes this a weak choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best global issue candidate only by chronology and repeated title pattern; the cluster lacks enough content to prove it captures the real bug/feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles differ and there is no body/detail linking them to the same bug; soft similarity alone is not enough." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no concrete shared problem is visible, only weak text similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No evidence these describe the same underlying issue; \"Fett\" is too distinct and underspecified." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but there is no description or other evidence to confirm the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Repeated generic title is not enough to merge; no concrete problem statement is available." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but insufficient evidence to conclude they are the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "dd765df19bbfe1b6719a5aff388328abaf23236b06a267894fe07e4918f9de96", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-information spam-like issues with no reliable evidence that they share one concrete underlying bug or request. No soft duplicate edges should be accepted; 44371 is only a weak canonical placeholder because it is the earliest exact '' item.", + "confidence": 0.88, + "canonical_issue_reason": "44371 is the earliest exact '' report, so it is the best placeholder canonical among otherwise sparse spam-like issues.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the most representative issue only by chronology and genericity; the rest are either later spam placeholders or unrelated low-detail titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are '' placeholders, but identical generic titles alone do not prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are '' placeholders with no substantive details tying them to one concrete duplicate report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a documentation enhancement suggestion; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated low-content titles without evidence of the same underlying bug or request." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement vs. spam placeholder; no shared concrete problem is visible." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement vs. spam placeholder; these do not look like duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic '' issues, but there is no evidence they refer to the same actual report beyond the placeholder title." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; no clear common bug/change exists." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; unrelated titles and no shared concrete issue." + } + ] + }, + "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": "e941b4cf8a44a18e752d6fda78d5fdad75692c0e236d0c0080366d101356d9db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are likely duplicates: they have an identical title, very similar body lengths, and no distinguishing links, targets, or code evidence in the packet. The evidence is soft rather than definitive, so this should be treated as a likely duplicate rather than a confirmed one.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45145 is a reasonable canonical issue because it is the earlier of the two and shares the same title as #45151, with no packet-level evidence of substantive differences.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative issue because it is the earlier submission and appears likely to describe the same proposal as #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical title and similar body size make these likely duplicates, though the packet only provides soft-similarity evidence and does not prove they are identical reports." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet. We can ground that the issues share an identical title, similar body lengths, and only soft-similarity evidence, but we cannot verify from the packet that there are \u2018no substantive differences\u2019 or that they are definitely duplicate reports of the same proposal. Please soften the wording to \u2018likely duplicate\u2019 and keep the confidence more conservative." + }, + "evaluator_used": true, + "retried": true, + "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": "c453de04b6a23796d8064e144e389a8130bdc68f411dcceaf6036366f440fef8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different 4-bit inference bugs: one Gemma4/audio-module `torch.finfo()` TypeError on `uint8` weights, and one BitsAndBytesConfig `llm_int8_skip_modules` behavior that drops the default `lm_head` exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the cleaner representative of the cluster because it describes a specific BitsAndBytesConfig regression with a clear repro and code-path focus; 45672 is a separate Gemma4/audio-module failure.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the best issue to keep as the representative item: it is narrowly scoped, clearly articulated, and more likely to serve as a useful reference for similar reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and root causes: `torch.finfo()` on `uint8` Gemma4 audio weights versus `llm_int8_skip_modules` clearing the default exclusion list. Not the same bug and not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "5340e0b61634a5ec3b3bdd53a6b3a2b5c50b7aae39055094b55c6c315fed5f48", + "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": "Two closed issues with unrelated-looking personal-name titles and no bodies or links; they do not appear to describe the same underlying problem.", + "confidence": 0.97, + "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": "Rejected: these are just two different name/date issue titles with no shared context, body, links, or technical problem statement." + } + ] + }, + "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": "820ba1143cfad4d1b2bc1ade339858186f714cb9b6ca2de000fce5848b591a7d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate actionable issues; both entries are empty, unrelated personal-name/date titles with no bug description or shared technical context.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue can be identified from the content because both issues are empty and unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative because neither contains any actionable report or technical details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles refer to different personal-name/date entries and provide no evidence of the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "fe948393c87ddc181c387805c91bc26b90c4b95173c1b3ec2094aba902299480", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains two separate exact duplicate pairs (45870/45871 and 45872/45873) plus an unrelated dataset-promo issue (45869). The cross-pair financial-time-series items are similar in theme but not the same underlying request.", + "confidence": 0.94, + "canonical_issue_reason": "45872 is the strongest representative of a true duplicate pair because it has the fuller description and an exact twin (45873), but the overall cluster is not one single issue and really should be split into two clusters.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall issue representative here: it is specific, detailed, and has an exact duplicate partner, making it the cleanest anchor among the available issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Unrelated topics: a dataset bundle promo versus a financial time-series example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Unrelated topics: a dataset bundle promo versus a financial time-series example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title match and matching issue content indicate a true duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example request and the other adds a scraping-service angle; not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request text; only broad thematic overlap, not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad domain, but these describe different example requests and should not be merged." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request text; only broad thematic overlap, not a true duplicate." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title match and matching issue content indicate a true duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the two 1.0-Jaccard, same-title pairs are treated as duplicates, and the cross-pair items are conservatively kept separate. The cluster-level summary is also reasonable given the presence of two duplicate pairs plus a distinct singleton." + }, + "evaluator_used": true, + "retried": false, + "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": "34698d4da6989ee60aa633f40371c0667339fed55d004309029a740364a9a506", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35207, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35207, + "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 heterogeneous. The only true duplicate/near-duplicate pair is the two `fixed_cross_entropy` PRs (43251 and 43254), which implement the same concrete loss-kwargs fix. The rest are unrelated model additions, refactors, docs, or tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the duplicate pair: it explicitly targets issue 43240 and directly patches `fixed_cross_entropy` to forward the supported `cross_entropy` kwargs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative because it matches the only genuine duplicate pair and contains the most direct, concrete implementation of the shared bugfix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated changes: VideoPrism model addition vs an ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different artifacts: Mistral tokenizer helper methods vs adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix is unrelated to ExecuTorch export testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness work is unrelated to the MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix and a new MobileLLM model are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "The cross-entropy kwargs fix is unrelated to Mistral4 test/model updates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests and Mistral4 fixes target different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "No shared bug/change: dynamic export testing vs new model scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model work is unrelated to config-resolution ordering in `modeling_utils`." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "A new model addition is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and the model-creation skill PR do not fix the same concrete code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to the `layrnorm`/`layernorm` typo fix for CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Different scope: Mistral4 fixes vs docs for audio/video processors." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work does not share the same underlying bug as config-resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model-specific Mistral4 fixes are unrelated to the model-creation skill docs/tooling PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A specific model addition is not the same change as a repository skill/documentation PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New model code and docs-only processor guidance are not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue by adding/forwarding supported `cross_entropy` kwargs for issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only pair with explicit shared issue-target evidence is PR 43251/43254, and their diffs both patch `fixed_cross_entropy` in the same way, so treating them as the sole true duplicate/near-duplicate pair is conservative. The remaining soft-edge pairs are all rejected with reasons that stay within the visible filenames/diff previews and do not overclaim mergeability." + }, + "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": "837e1d639831ea2fb7516811e2a13afa0840bbccb983e0327452f00279d905b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs cover related VibeVoice work, but they target different changes: the first implements VibeVoice, while the second adds VibeVoice Realtime plus an acoustic tokenizer and generation updates. They overlap on shared model scaffolding, but they are not the same concrete change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation and is more mature/non-draft, making it the better representative of the cluster\u2019s main model work.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest single PR fit here because it implements the base VibeVoice codepath; PR 42781 is a follow-on realtime extension, not a duplicate change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the VibeVoice family and some files, but 42781 adds realtime-specific functionality and an acoustic tokenizer; it is a distinct follow-up rather than the same concrete bugfix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 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": "00f25994a12068ad8ae03a93f1e4abe69b73a1470e8f4a86122c042ffe0decd6", + "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: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not describe the same bug or change, so this cluster should not be merged as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so there is no single underlying change to represent.", + "best_issue_reason": null, + "best_pr_reason": "No best PR in a duplicate sense: neither PR is a representative duplicate of the other, since they address unrelated features in separate subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features in different model families (TimesFM covariates vs. DINOv3 image classification); no shared concrete bug or change, and they could 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": "63a4473ceb7440512ec63298774be9e8ff3093e2d39a1e4d5e39542e3e8fcafe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6) that share the usual Transformers boilerplate files, but they target different models and code paths. They are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR stands out as a duplicate-canonical representative because each PR introduces a different model integration with distinct implementation and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. The overlap is only in standard new-model plumbing files, not the same underlying bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. Shared auto-registration/docs scaffolding is expected and does not indicate the same code-path 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": 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": "52bfa5a2152675c80576ad8e7d96a3ec427e3738bdbd417b9fed844af23feb08", + "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 distinct workflow-maintenance PRs: one upgrades core GitHub Actions (`checkout`, `cache`, `upload-artifact`) for Node 24 compatibility, while the other bumps Docker build actions (`docker/build-push-action`) and related workflow actions to newer versions. They overlap in some files but target different action families and different compatibility goals.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate changes with different action ecosystems and migration goals, so neither subsumes the other as a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer, broader compatibility theme and touches more workflow entrypoints, but it is still not a duplicate of PR 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Overlap is only at the workflow-maintenance level. PR 42975 updates checkout/cache/upload-artifact for Node 24 compatibility; PR 42976 updates docker/build-push-action and a few related actions. Different concrete changes, not mergeable as one same-fix PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 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": "7389fe2b363b9c6574a89019063beae37b66fee81957d4672dd058f465f510f8", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23540, + "estimated_input_tokens": 5885, + "estimated_eval_tokens": 12026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All soft edges are false positives. The cluster mixes unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Lfm2 Audio, CTSM, PP-OCRv6/PPLCNetV4) plus one distributed pipeline-parallel infrastructure PR, so they do not share the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry updates are incidental, not the same code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. These are separate features, not one mergeable fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. Same broad pattern, but unrelated underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families with different files and functionality; not the same PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are separate model-support PRs with no shared concrete bug or implementation path." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are unrelated model additions; overlap is only in common registry/docs plumbing." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio support and PP-OCRv6 text recognition support are different model families and different model stacks." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading infrastructure vs OCR model support are unrelated changes; no shared concrete bug or code path." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM model support and PP-OCRv6/PP-LCNetV4 support are separate model additions, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 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": "27e65c85fbdb232094a4cac281b192b55b7d10232b2453d0f24129d938e60c8d", + "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": "The cluster is not a duplicate set: one PR is a Whisper tokenizer/test fix, one is a mostly test-only CLIP/ViT PR, and one is a substantive FP8 dequant/loading fix. They do not appear to patch the same underlying bug or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the strongest canonical PR because it contains the clearest real product fix across loading/FP8 code paths, while the others are test-focused and unrelated subsystems.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best representative of the cluster since it is the only substantive implementation change; the other PRs are either test-only or about Whisper tokenization/tests and do not match its bug scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different problems: Whisper tokenizer decoding/tests versus CLIP/ViT test edits. No shared concrete code-path bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/tokenizer behavior is unrelated to the FP8 dequant/model-loading changes in #44815." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Do not merge: #43665 is test-only for CLIP/ViT, while #44815 fixes FP8 loading/dequantization. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e0c4a064e60148fefd4e1f8a71caadf248943b162e921ab4c1f2ba1d83441989", + "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": "The two pull requests are not duplicates: #43488 is a small setup/version and test-bot placeholder change, while #43532 rewires CI/workflow and testing utilities. They only overlap on a shared vit test file, not the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the change sets address different concerns and do not look mergeable into one concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the broader, more substantive PR, but it is still not a good canonical representative because it targets a different problem than #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared test-file overlap is incidental; the PRs modify different code paths and purposes, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ac0be5521819da3906bdf6867ff19cdc3432a6a8faf68caa0c6d67da18e513b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related scaffoldings for segmentation pipelines, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share registry/docs/test plumbing, but the concrete pipeline files, model integrations, and task docs are distinct, so they should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Not a duplicate pair: the PRs target different segmentation tasks and add different pipeline implementations.", + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying change: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different pipeline/model/test files. Shared docs/registry updates are just common scaffolding." + } + ] + }, + "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": "97a18657d8a4d8b11390a9444ae9084a49310f9de3fda4c043a34b1fdde1098d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `src/transformers/trainer.py`, but they address different trainer behaviors: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for custom trainers/PEFT. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more concrete, self-contained behavioral fix, but it is still unrelated to #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: different code paths and different goals. #43651 changes loss scaling during training; #43663 adds a hook for signature-column filtering. Shared file alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a350ce14b444bcbe6c6685f3d630e690db76b7af18a35fdbdb0049a3c34d229b", + "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": "All three PRs touch `src/transformers/cli/serve.py` and revolve around import-time/type-annotation `NameError` problems, but they do not look like duplicate fixes for the same concrete bug. The most focused PR is the one that directly stringifies `TypeAdapter` under `TYPE_CHECKING`.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the clearest, most targeted fix: it directly addresses the `TypeAdapter` import/runtime annotation issue by moving the import under `TYPE_CHECKING` and stringifying the annotation. The other PRs are broader or aimed at different annotation-related failures.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it is narrowly scoped to the concrete `TypeAdapter` NameError, with the smallest and most directly relevant code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both are annotation/import-time fixes in the same file, but #43656 appears to address broader forward-reference/type-hint evaluation cleanup, while #43842 specifically fixes `TypeAdapter` when pydantic is absent. Same subsystem, not clearly the same bug." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": false, + "reason": "They share the same file and issue cluster, but #43836 looks like a larger Serve refactor with annotation wrapping, not the same concrete `TypeAdapter` NameError fix as #43842. Not safe to merge 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": 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": "873d6750e9fb45aab522738c3f0e51c1f60cd59b40f70411ba2988682c93fd8c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75096, + "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 output-tracing refactors under the same umbrella issue. The conservative split is to reject cross-model pairs, but accept the GPT-J/CodeGen family overlaps and the GPT-Neo pair as same concrete change families.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44722 is the best canonical PR because it is the most consolidated representative of the GPT-J/CodeGen output-tracing refactor family, with direct overlap in both files and the shared issue target.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44722 is the best overall representative because it captures the broadest concrete GPT-J/CodeGen fix set and is more complete than the narrower GPT-J-only variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same umbrella issue is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations (CVT/FNet vs DeBERTa v2); only the refactor theme matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing change family in the same code path; one is a narrower version of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet are different model-specific refactors, despite the shared issue target." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; different model internals and fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; same refactor pattern, but not the same concrete code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors against the same file and same implementation area." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model families and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; only the umbrella refactor theme overlaps." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR versus GPT-J/CodeGen are unrelated model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; same theme, different concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same model-specific fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are separate code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; no shared concrete bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer versus GPT-J/CodeGen; only the broad refactor pattern matches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer versus VisualBert; same umbrella theme, different fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; 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same refactor pattern, different fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; unrelated model internals." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert versus GPT-Neo; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are unrelated model changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 versus TextNet; different files and fixes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet versus DeBERTa v2; 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That pair looks mergeable as the same bugfix family, so this output undercalls a likely duplicate-like overlap." + }, + "evaluator_used": true, + "retried": true, + "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": "f9e1d72b32c9bafafa58a4b8b7f8bd7efc7e5ebf30cbd649157d002ab886ea36", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "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 are related by theme (model-specific migration to standardized output capturing), but they affect different model code paths and are not safe to deduplicate as the same change. The SpeechT5 PR is the strongest standalone representative because it has an explicit issue target and a concrete, model-specific refactor.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44129 is the strongest representative: it has an explicit issue target, a concrete scoped refactor in one model, and the clearest description of the output-capture migration pattern.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44129 is the best single PR to anchor the cluster because it is explicit about the intended change and is more clearly tied to a specific tracking issue than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-capture refactors, but they touch different models (FocalNet vs ImageGPT) and different layer/attention plumbing. Same pattern, not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations for VisualBert and TextNet. They share the refactor style, but not the same code path or mergeable change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model implementations; this is the same broad migration theme, not a duplicate bug fix or one mergeable PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model files and output-tracing implementations. Too broad to treat as the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct model-specific refactors with different forward signatures and capture wiring; not the same PR in disguise." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both modernize output handling, but for different models and different APIs. The shared theme is insufficient for duplicate acceptance." + } + ] + }, + "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": "4c9cab2c64581669703e2f1622a3b5b769934f39fd962b6aa5d89bc781ff0fb1", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates of one another; 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only the output-tracing cleanup is shared." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth-anything versus RWKV are separate code paths and cannot be one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different implementation details; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Encoder-decoder wrappers for vision and speech are distinct code paths, not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and different output types; not a single fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations; sharing the tracing refactor pattern is insufficient." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architecture and file scope; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; only a generic refactor pattern matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder versus DPR are distinct implementations and fixes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model code paths; not the same underlying bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model domains and implementations; same output-handling theme only." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model implementations; not a duplicate or shared patch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "fa8d7277b75e241cfb808df7ae07fa45a1b48d6026e0767de166cba8116b4a8d", + "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 unrelated model-integration PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only routine Transformers boilerplate such as auto-registry, docs, and tests, not the same underlying bug or code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each change adds a different model with distinct architecture, files, and implementation surface.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the most mature standalone submission here, with the broadest implementation and test coverage, but it still represents a different model addition rather than a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS); shared auto/doc files are expected boilerplate, not the same fix/change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with distinct codepaths and tests; overlap is only framework registration boilerplate." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS); no evidence they fix or implement the same underlying functionality." + } + ] + }, + "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": "cec6b962a3f326f8d52f19331e165f4f9e370d9e40ca2b50d336818f346bec3f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to module/kernel fusion, but they are not the same concrete change: one introduces a generic Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and related integration hooks.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing implementation of a specific fusion workflow (KernelConfig-driven n-to-1 fusion) and is the better representative of this cluster, while #44979 is broader API groundwork.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest standalone PR here because it defines an end-to-end feature path with integration points and an example, rather than only adding the underlying abstraction layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related area, but different underlying changes: #44979 adds a generic module fusion API and tests; #45363 implements KernelConfig-based n-to-1 kernel fusion with integration updates. They are not the same fix/feature and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 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": "4f41c91db6fa49fb34a37bd99827858158d394648d8e61040a5d81f036192561", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it implements the same code fix as 45086 and also includes test coverage, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 best represents the underlying fix because it addresses the same exact bug with added validation in tests and the same target file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same code path in `tokenization_utils_tokenizers.py`; the second PR is an extended version of the first with added tests, so they are duplicate-change candidates." + } + ] + }, + "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": "1ad7f8c6482a39c025f5d2f27d38d7c7dd0bceb13f448e660f6eaf838347b362", + "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": "These are related NemotronH pull requests, but they are not the same change: PR 45115 is a narrow refactor around conversion mappings and inheritance cleanup, while PR 45569 is a broader architecture split that introduces NemotronHDense/NemotronHSparse, updates docs, auto-mappings, and tests. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more user-visible change and includes the concrete model split and documentation/model registration work; 45115 is a smaller preparatory refactor focused on conversion mapping/internals.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone PR in the cluster: it defines the new NemotronH Dense/Sparse model structure and updates the surrounding integrations. PR 45115 is narrower and only overlaps on some shared NemotronH files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH internals, but 45115 is specifically about conversion-mapping renames and modular inheritance, whereas 45569 is a larger feature/refactor that adds distinct Dense/Sparse model packages and docs. Not the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 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": "f44da4f4c5ae5f84a554206898934a0d79204d0684f07ac296e1f6db647bfebb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs for heterogeneous-model support, but they are not duplicates: one is broad modeling/runtime support and the other is config-layer plumbing only.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the more central umbrella change: it includes heterogeneous config handling plus cache, masking, and modeling updates, making it the best representative of the feature work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest standalone candidate because it covers the full concrete code-path support for heterogeneous models, not just config serialization/plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: 45333 is a narrower config-support PR, while 45332 is a broader implementation PR touching runtime/modeling paths. They share files because they build the same feature area, but they are not the same underlying change and would not be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 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": "94119bd5ac0d7cabce61a1ce4292770ae9d6d630c4fb2e96a852790cea90fc29", + "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": "These two pull requests are both typing-related, but they are not the same underlying change: one is a broad typing sweep across many transformers files, while the other adds specific typing protocols/helpers for modeling_utils and related code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a focused typing change with a clear code-path target, whereas PR 45415 is a broad repository-wide type-checking sweep that bundles many unrelated edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best overall candidate for the cluster because it is more specific and coherent; PR 45415 is too broad and looks like a separate large-scale typing cleanup rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but 45415 is a broad type-checking cleanup across many files and 45425 is a targeted modeling_utils/typing-protocol change. They do not appear to fix the same concrete bug or change set, and they would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 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": "8e7d82a4aa76e8e4537727e8f81c4335aba15c3001c75a6338afcc01562ead3f", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14718, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14718, + "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 all about model-parallel/XPU-related work, but they target different models and different code paths. None of the soft pairs looks like the same underlying fix, so they should not be deduplicated.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the most substantive representative because it changes model code and includes tests, but the cluster is not a single duplicate change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative PR in this group since it contains an actual code-path fix rather than only test expectation updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Same broad theme, but different models and different failure paths (AltCLIP/ChineseCLIP vs DeimV2). Not the same bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45926", + "accept": false, + "reason": "Different models and different changes; one fixes model-parallel placement, the other adds XPU test expectations. Not a duplicate." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Both mention model-parallel bugs, but Gemma4 and DeimV2 are unrelated code paths with separate fixes." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Both are test-only XPU expectation updates, but for different models and different test cases. Not the same underlying change." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45926", + "accept": false, + "reason": "Different model test expectations for different architectures; no shared concrete bug or mergeable single fix." + }, + { + "left": "pull_request:45890", + "right": "pull_request:45926", + "accept": false, + "reason": "Both add XPU expectations, but for different models and distinct tests. Too broad to treat 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": 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": "359d45726ab2905d5850346fd28289f88084942fd4354abbb0ec2e6d8a0ec527", + "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": "Two related but distinct PRs about expert-parallel loading behavior: one avoids serializing `distributed_config` and adds `has_ep`, the other prevents sharded expert weights from being overwritten during loading. They overlap in subsystem, not in the same concrete fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR here: 45548 targets EP/ZeRO-3 config serialization and EP detection during accelerate launch, while 45662 fixes a separate rank-0 broadcast/sharding overwrite bug in model loading.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger standalone representative because its bug is concrete and narrowly defined\u2014expert weights being overwritten during sharded loading\u2014with a direct fix in the loading path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but they fix different failure modes and code paths: config serialization/EP detection vs. post-shard weight wrapping to stop overwrite during sharded loading." + } + ] + }, + "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": "939e89560679f8c65682d44a7e91f3079ea20b9181c57192a4a0da81a1e133cd", + "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 target the same xdist captured_info collision bug in test debugging output. PR #45645 is the broader, more complete fix and includes the core testing_utils change from #45639 plus CI log aggregation updates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the best canonical PR because it contains the xdist-safe captured_info fix and also updates CI/reporting to consume multiple worker files, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the cluster: same underlying bug, broader coverage, and it addresses the artifact-handling side that #45639 leaves out.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete xdist collision in captured_info/debug logging. #45645 is essentially a superset of #45639, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "9f546072e34f1fabf2847508a27fcb39c43f3bb1139d183aa1d69cb503087ff1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6650, + "estimated_input_tokens": 1663, + "estimated_eval_tokens": 3582 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6650, + "estimated_input_tokens": 1663, + "estimated_eval_tokens": 3582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs relate to the `StaticLayer` cache-length bug, but only 45997 and 46005 are close enough to treat as the same fix; 46010 is adjacent but broader and includes extra code paths/tests, so it should not be merged with 46005 as a clear duplicate PR.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45987 is the shared explicit target and matches the bug shown in the diffs: `StaticLayer.get_seq_length()` / `cumulative_length` type handling.", + "canonical_pr_reason": "PR 46005 is the best canonical PR because it directly fixes the return-type bug in `get_seq_length()` and also normalizes `cumulative_length`, while staying focused to the cache utility path.", + "best_issue_reason": "45987 is the actual tracked bug all relevant PRs point to.", + "best_pr_reason": "46005 is the cleanest representative fix: complete enough to capture the bug, but still narrower than 46010.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45997", + "right": "pull_request:46005", + "accept": true, + "reason": "Same underlying `StaticLayer` cache-length bug; 45997 is a partial subset of 46005\u2019s more complete fix, and both changes could plausibly live in one PR." + }, + { + "left": "pull_request:46005", + "right": "pull_request:46010", + "accept": false, + "reason": "Only soft similarity: 46010 has no shared issue target and includes extra files/tests beyond the cache-length change, so it is not clearly the same concrete bugfix or safely mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict for pull_request:46005 vs pull_request:46010 is too assertive. In the packet, that pair has only soft similarity and no shared issue target, and 46010 also includes extra files/tests beyond the cache-length change. A conservative verdict would avoid accepting that pair as clearly mergeable for the same bugfix." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/manifest.json b/snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ef3279f9ec03d3a833648729c358e64e76cef463 --- /dev/null +++ b/snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260518t000027z", + "artifacts": { + "hybrid": "snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-18T00:07:35Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260518T000027Z", + "variant": "hybrid" +} diff --git a/snapshots/20260518T000027Z/manifest.json b/snapshots/20260518T000027Z/manifest.json index dca951d6847b172d003c0d4163ebb2b9bb3a50b0..07101c3bb5e6ed50a4ade2cf25a0fdba6c491644 100644 --- a/snapshots/20260518T000027Z/manifest.json +++ b/snapshots/20260518T000027Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 9 }, "extracted_at": "2026-05-18T00:00:27Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260518t000027z", + "runs": { + "hybrid-model-20260518t000027z": { + "analysis_id": "hybrid-model-20260518t000027z", + "artifacts": { + "hybrid": "snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260518T000027Z/analysis-runs/hybrid-model-20260518t000027z/manifest.json", + "model": null, + "published_at": "2026-05-18T00:07:35Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260518T000027Z", "watermark": {