diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 1597eec45bb6a537d57d21c28720685a73e94de4..ffbe8979860f6305cebfea1d81b0c2afdb609e3c 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": "20260520T180026Z", - "generated_at": "2026-05-20T18:12:54Z", + "snapshot_id": "20260521T000027Z", + "generated_at": "2026-05-21T00:09:58Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1372,61 +1372,11 @@ } ] }, - { - "cluster_id": "cluster-45647-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 45647, - "canonical_pr_number": 45738, - "issue_numbers": [ - 45647 - ], - "pr_numbers": [ - 45737, - 45738 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 45737, - "right_pr_number": 45738, - "code_similarity": 0.526, - "size_similarity": 0.11, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.024, - "shared_filenames": [ - "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", - "left_ranges": [ - [ - 491, - 497 - ] - ], - "right_ranges": [ - [ - 491, - 497 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-46032-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46032.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 46032, "canonical_pr_number": 46084, "issue_numbers": [ @@ -1437,18 +1387,17 @@ 46098 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { "left_pr_number": 46084, "right_pr_number": 46098, - "code_similarity": 0.451, - "size_similarity": 0.531, + "code_similarity": 0.43, + "size_similarity": 0.5, "file_overlap": 0.667, - "area_overlap": 0.272, - "patch_similarity": 0.33, + "area_overlap": 0.226, + "patch_similarity": 0.339, "shared_filenames": [ "src/transformers/models/mamba2/modeling_mamba2.py", "tests/models/mamba2/test_modeling_mamba2.py" @@ -1463,23 +1412,23 @@ ], [ 303, - 362 + 353 ], [ - 470, - 476 + 461, + 467 ], [ - 480, - 500 + 471, + 491 ], [ - 505, - 511 + 496, + 502 ], [ - 608, - 618 + 599, + 609 ] ], "right_ranges": [ @@ -1516,6 +1465,56 @@ } ] }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1754,281 +1753,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44018-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44068, - "issue_numbers": [], - "pr_numbers": [ - 44018, - 44068 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, - "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, - "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "left_ranges": [ - [ - 26, - 46 - ], - [ - 138, - 143 - ], - [ - 182, - 187 - ], - [ - 283, - 295 - ], - [ - 327, - 341 - ], - [ - 348, - 354 - ], - [ - 360, - 369 - ], - [ - 399, - 406 - ], - [ - 411, - 419 - ], - [ - 428, - 433 - ], - [ - 472, - 492 - ], - [ - 507, - 513 - ], - [ - 519, - 528 - ], - [ - 541, - 559 - ], - [ - 562, - 567 - ], - [ - 595, - 601 - ], - [ - 607, - 614 - ], - [ - 627, - 643 - ], - [ - 685, - 690 - ], - [ - 708, - 714 - ], - [ - 720, - 727 - ], - [ - 740, - 757 - ], - [ - 761, - 766 - ], - [ - 780, - 786 - ], - [ - 791, - 798 - ], - [ - 807, - 822 - ], - [ - 840, - 845 - ] - ], - "right_ranges": [ - [ - 26, - 31 - ], - [ - 34, - 44 - ], - [ - 136, - 141 - ], - [ - 180, - 185 - ], - [ - 281, - 293 - ], - [ - 325, - 339 - ], - [ - 346, - 352 - ], - [ - 358, - 367 - ], - [ - 397, - 404 - ], - [ - 409, - 417 - ], - [ - 426, - 434 - ], - [ - 463, - 483 - ], - [ - 498, - 504 - ], - [ - 510, - 519 - ], - [ - 532, - 550 - ], - [ - 553, - 564 - ], - [ - 586, - 592 - ], - [ - 598, - 605 - ], - [ - 618, - 634 - ], - [ - 676, - 688 - ], - [ - 699, - 705 - ], - [ - 711, - 718 - ], - [ - 731, - 748 - ], - [ - 752, - 762 - ], - [ - 771, - 777 - ], - [ - 782, - 789 - ], - [ - 798, - 813 - ], - [ - 831, - 836 - ] - ] - }, - { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", - "left_ranges": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 - ] - ] - } - ] - } - ] } ], "duplicate_issues": [], @@ -2086,15 +1810,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, - "duplicate_pr_numbers": [ - 44018 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2129,7 +1844,7 @@ 46098 ], "target_issue_number": 46032, - "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference evidence." }, { "cluster_id": "cluster-46100-2", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ae08bed054dfe0c6a3b31c212b4f66a439c2c131..85ac0ab603f93485f61eb4df80ff7d02f027606b 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": "20260520T180026Z", - "generated_at": "2026-05-20T18:12:54Z", + "snapshot_id": "20260521T000027Z", + "generated_at": "2026-05-21T00:09:58Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:24643", "issue:30277", @@ -135,388 +135,382 @@ "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "32132da72966be6cd30490469eafe75975df71ef391851e2ff66ae131c29f137", + "prepared_review_unit_hash": "a3eeb8ada8644032887c645901ae2f9457b585b34cbde5615e9c3b05b67199cc", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47568, - "estimated_input_tokens": 11892, - "estimated_eval_tokens": 24040 + "serialized_chars": 47556, + "estimated_input_tokens": 11889, + "estimated_eval_tokens": 24034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of Transformers issues: docs cleanup, tokenizer regressions, DeepSpeed/ZeRO-3 crashes, device-mapping/offload problems, and model-specific runtime errors. Only a couple of pairs look like true duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45920 is the best canonical among the duplicate-like subcluster because it generalizes the AutoTokenizer wrong-token-ID regression across multiple models, subsuming the narrower Granite-only report in 45812.", + "summary": "Mostly a heterogeneous issue set, but three real duplicate families stand out: the AutoTokenizer v5 token-ID regression, the ZeRO-3 Bert index-0 initialization failure, and a Qwen3_5Moe rotary-embedding offload/materialization bug. The rest are unrelated or only loosely similar.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45920 is the best representative issue: it states the broadest form of the tokenizer regression, subsuming the Granite-only report and matching the cross-model v5 token-ID breakage family.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, 45920 is the strongest issue because it is the broadest and most actionable formulation of the tokenizer regression; the rest of the cluster is too heterogeneous to have a single good canonical.", + "best_issue_reason": "issue:45920 has the widest scope and clearest user impact among the true duplicate candidates, so it is the strongest canonical issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions failure." + "reason": "Different failures: a missing config attribute in Qwen3.5 vs a chat/streaming inference API crash." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both touch MoE/GPU behavior, but one is AMD GPU support and the other is an MPS histogram backend limitation; not the same bug." + "reason": "Different models and backends: GPT-OSS on AMD GPUs vs an MPS histogram op limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model classes and symptoms: Mistral dtype mismatch in preprocessing vs GPT-OSS AMD GPU failure." + "reason": "Different code paths: Mistral-3 image preprocessor/model dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the AMD GPU runtime failure." + "reason": "Both are dtype/device problems, but for different models and symptoms; not the same underlying bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "One is AMD GPU compatibility; the other is a GraniteMoEHybrid invalid-method call." + "reason": "GPT-OSS AMD backend failure and GraniteMoEHybrid invalid-method error are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is not the same problem as GPT-OSS on AMD GPUs." + "reason": "Different models and failures: Qwen3 NVFP4 runtime vs GPT-OSS on AMD GPUs." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective-mismatch training bug vs ModernBERT ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific failures, but ONNX export and FineGrainedFP8 are different code paths and bugs." + "reason": "ModernBERT export problem and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device-map cudaErrorAssert are unrelated." + "reason": "ONNX export failure and Qwen3 auto-device-map cuda assert are different code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table-question-answering crash and outdated RAG docs are not the same issue." + "reason": "Table QA runtime crash vs outdated RAG documentation are unrelated." }, { "left": "issue:44509", "right": "issue:44512", - "accept": true, - "reason": "Both are v5 docs cleanup items about removed/obsolete commands and tasks." + "accept": false, + "reason": "Both are docs cleanups for v5 removals, but they cover different removed topics and different pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are different regressions." + "reason": "Model export issue vs GenerationMixin import break; not the same bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both mention shape/device problems, but one is mask indexing and the other is device_map auto forward mismatch." + "reason": "Mask/index shape mismatch during loading vs Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError/shape-style reports, but the concrete failure modes and model contexts differ." + "reason": "Both mention index-related errors, but one is ZeRO-3 Bert initialization and the other is a mask/tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad symptom class, but not enough evidence they share one underlying bug." + "reason": "Different error signatures and model paths; not the same underlying issue." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape IndexError and GPT-OSS TP-only failure are unrelated." + "reason": "Mask shape mismatch and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask indexing error and Qwen3.5 embedding unpacking failure are different code paths." + "reason": "Different symptoms and subsystems: mask indexing error vs TRL SFT embedding unpacking failure." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch and Bert zero3 IndexError are different problems." + "reason": "Both involve DeepSpeed ZeRO-3, but the concrete failures differ: collective mismatch vs Bert index-0 out-of-bounds." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Both report the same DeepSpeed ZeRO-3 index-0-out-of-bounds failure on Bert variants." + "reason": "Same ZeRO-3/Bert index-0-out-of-bounds failure during model init/training; these look like duplicate reports of the same bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS TP-only failure do not match." + "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor parallel issues are different bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different models and failure types: detokenization regression vs LoRA merge/save mismatch." + "reason": "Incorrect detokenization and LoRA merge/save/reload mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." + "reason": "Qwen3 NVFP4 runtime failure and LoRA merge consistency issue are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing recompute mismatch and mask-shape IndexError are different bugs." + "reason": "Activation-checkpointing/FSDP recompute mismatch is different from the mask-shape indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-dimension error and collective mismatch are distinct failures." + "reason": "DeepSpeed training weight-shape error and ZeRO-3 collective mismatch are different concrete failures." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same model module, but one is CPU-offload incompatibility and the other is meta-to-empty initialization; not enough to treat as the same bug." + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/offload bug; one report hits forward compatibility, the other hits inv_freq materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init IndexError and GPT-OSS TP-only failure are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36331", - "accept": false, - "reason": "FSDP activation-checkpointing mismatch and CustomTrainer signature change are separate issues." + "reason": "Bert ZeRO-3 index error and GPT-OSS TP failure are unrelated." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "ZeRO-3 Bert init failure and GPT-OSS TP-only issue are unrelated." + "reason": "Both are docs changes tied to v5 removals, but they concern different removed items and are not the same change." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Different model families and error modes: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM sliding-window attribute error and Mistral tokenizer regex patch crash are different failures." + "reason": "Gemma3/vLLM missing-config error and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map mismatch and expensive reverse embedding lookup are not the same bug." + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different forward-pass issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen NVFP4 runtime error are unrelated." + "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime failure are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are different issues." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same bug." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 input-embedding unpacking and GPT-OSS TP-only failure are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 IndexError reports, but different models and contexts; not enough to merge as one bug." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Docs about removed pipeline tasks and docs about removed run command are separate documentation cleanups." + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failures are unrelated." }, { "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:45685", + "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram Int error are different runtime issues." + "reason": "Different models and mechanisms: Mistral-3 image dtype mismatch vs Qwen3 NVFP4 runtime error." }, { - "left": "issue:44560", + "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Video loading StopIteration and MPS histogram backend failure are unrelated." + "reason": "GraniteMoEHybrid invalid method and MPS histogram limitation are unrelated." }, { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Liger cross-entropy routing and autocast dtype mismatch are different code paths." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer signature mismatch are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Activation-checkpointing FSDP mismatch and GenerationMixin import error are unrelated." + "reason": "Qwen3 NVFP4 runtime failure and TRL SFT embedding unpacking are different problems." }, { "left": "issue:43039", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy and mask-shape IndexError do not share a concrete bug." + "reason": "Liger Kernel cross_entropy routing and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:41762", - "right": "issue:43596", + "right": "issue:43638", "accept": false, - "reason": "Same broad ZeRO-3 theme, but different model families and failure contexts." + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index error share the backend but not the same concrete bug." }, { - "left": "issue:43901", + "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs and removed run command docs are separate cleanup items." + "reason": "Documentation removals for different v5-deprecated features are not the same issue." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/runtime regressions: vLLM Gemma3 config attribute vs Qwen3 auto device-map assert." + "reason": "Gemma3TextConfig missing attribute under vLLM and Qwen3 auto-device-map cuda assert are different failures." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device_map forward mismatch are unrelated." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different bugs." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Liger Kernel cross-entropy and Qwen3-vl video StopIteration are unrelated." + "reason": "Model-load test failure and checkpoint corruption are different root causes." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Detokenization regression and outdated docs are unrelated." + "reason": "Liger Kernel cross_entropy issue and Qwen3-vl StopIteration are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer wrong-token-ID regression; 45920 is the broader report across multiple model families." + "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader cross-model report and 45812 is a Granite-specific manifestation." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint and checkpoint-loading implementation bug are different issues." + "reason": "Checkpoint corruption and NemotronH loading failure are different bugs." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime failure and docs cleanup are unrelated." + "reason": "Qwen3 NVFP4 runtime failure and outdated RAG examples are unrelated." }, { "left": "issue:43854", - "right": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "GLM unit-test load failure and NemotronH checkpoint loading are different model-specific issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Unit-test model loading problem and corrupted checkpoint are not the same underlying bug." + "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46015", + "accept": false, + "reason": "Autocast dtype mismatch and outdated docs are unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexError-style reports, but the specific mismatch-of-mask error and ZeRO-3 empty-index error are different code paths." + "reason": "Mask/tensor shape mismatch and Bert ZeRO-3 index error are different failures." + }, + { + "left": "issue:44805", + "right": "issue:46015", + "accept": false, + "reason": "Mask shape mismatch runtime bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG docs are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46015", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and outdated RAG docs are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46015", + "accept": false, + "reason": "Autocast dtype mismatch and outdated docs are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted pairs are plausible duplicates: 45812/45920 for the tokenizer regression, 43596/43638 for the ZeRO-3 Bert index-out-of-bounds failure, and 44509/44512 for related v5 docs cleanup. The rejected pairs generally avoid overstating evidence and the overall characterization of a heterogeneous cluster is supported." + "feedback": "Grounded overall. The canonical issue choice is supported by the packet, and the three accepted soft-edge families are conservatively stated. I didn\u2019t see any overclaiming that would require rejection." }, "evaluator_used": true, "retried": false, @@ -529,13 +523,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:36010", "issue:39186", @@ -627,268 +621,268 @@ "issue:44530|issue:45005", "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "fb97ca536c5cf4244ea05c653fe74928d253037196ec479ee4a55e95bff07f02", + "prepared_review_unit_hash": "4936bd8c98f8ed01108cfa943c26888e01b1029991f0386aa9898fc646a11ec1", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39059, - "estimated_input_tokens": 9765, - "estimated_eval_tokens": 19786 + "serialized_chars": 39061, + "estimated_input_tokens": 9766, + "estimated_eval_tokens": 19788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the items span unrelated model bugs, config regressions, backend incompatibilities, and loading/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue emerges; the set is a grab-bag of distinct transformers/model/runtime failures rather than duplicates of one bug.", + "summary": "This cluster is a loose grab bag of mostly unrelated Transformers issues across different models, runtimes, and error modes. None of the soft pairs look like true duplicates, so no merge candidates are strong.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45070 is the broadest regression-style report in the set, so it is the best anchor if one must choose a representative issue; however, it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong representative for the cluster because the topics diverge across models, tasks, and backends.", + "best_issue_reason": "issue:45070 is the most general, framework-level failure among the issues, making it the best overall representative for this heterogeneous cluster.", "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 attribute error and the other is a Qwen3-MoE sliding_window issue; different models and failure modes." + "reason": "Both mention sliding-window behavior, but they are different models and different failure surfaces (Gemma3/vLLM config attribute vs Qwen3-MoE sliding_window handling)." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper-large-v2 runtime failure and table-question-answering crashes are unrelated tasks/models with no shared code path." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated subsystems and error paths." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and a PretrainedConfig pydantic break are different version-regression classes, not the same bug." + "reason": "One is a Torch version compatibility complaint, the other is a PretrainedConfig/pydantic regression; same release family but not the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "A DeepSpeed ZeRO-3/BertModel indexing error is unrelated to a torch/transformers version incompatibility." + "reason": "Both are compatibility/loading problems, but one is DeepSpeed ZeRO-3 with BertModel and the other is a torch/transformers version mismatch; not the same concrete defect." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization in v5 and a table QA crash are different problem areas and code paths." + "reason": "Detokenization for DeepSeek Coder and a table QA crash are unrelated model/task failures." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading/runtime failure does not match a config-field/pydantic regression." + "reason": "Whisper cannot run and a v5.4.0 config-field regression are different code paths and symptoms." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 and chat APIs, but one is a model crash and the other is a streaming inference API failure; not enough evidence of the same defect." + "reason": "Qwen3.5 chat crash and streaming inference on Qwen3.5-0.8B may share a model family, but the failure modes are different enough that they do not look like the same bug." }, { - "left": "issue:44292", + "left": "issue:44291", "right": "issue:45901", "accept": false, - "reason": "Qwen-3 NVFP4 loading fails for a different reason than table-question-answering task crashes." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model construction issue, while table QA crashes in a separate task flow." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 missing sliding_window_pattern and Gemma4 device mismatch are distinct model-specific regressions." + "reason": "Gemma3 sliding-window attribute failure and Gemma4 device mismatch are distinct bugs in different model generations." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same underlying problem." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "A streaming chat/completions failure and an MPS histogram kernel limitation are different backends and bugs." + "reason": "Streaming chat failure on Qwen3.5-0.8B and an MPS histogram Int error in moe code are unrelated runtime paths." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing errors in Mixtral and an MPS Int histogram limitation do not share the same code path." + "reason": "Torch dynamo tracing on Mixtral float32 and an MPS moe histogram error are different execution environments and errors." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype/precision-adjacent, but one is torch dynamo tracing on Mixtral and the other is autocast dtype mismatch on Phi-tiny-MoE." + "reason": "Both involve dtype/runtime behavior, but Mixtral tracing failures and Phi-tiny-MoE autocast mismatch are different concrete bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "A Voxtral processor failure and a template-node compilation TypeError are unrelated." + "reason": "Processor failure for Voxtral and a template-compilation TypeError are separate components and failure modes." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "An ImportError for GenerationMixin and a Gemma3 sliding_window_pattern error are separate API regressions." + "reason": "Importing GenerationMixin from transformers.generation and a Gemma3 sliding-window attribute error are unrelated API regressions." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device_map mismatch are not the same issue." + "reason": "Torch/transformers compatibility and Gemma4 device_map mismatch are different bugs, even though both are version-related." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are indexing/shape errors, but one is a mask-length mismatch and the other is a zero-sized tensor during Gemma3/ZeRO-3 loading." + "reason": "Both are IndexError reports, but one is a mask length mismatch and the other is a zero-sized tensor access during Gemma3 loading; not the same root cause." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are different features and failure modes." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different feature gaps and code paths." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig field break are both config-related but clearly distinct regressions." + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig regression are different config issues." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel support are different MoE/parallelism issues." + "reason": "Torch dynamo grouped_mm tracing errors and GPT-OSS MoE TP-only issues are not the same failure." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM from increased CUDA reserved memory is unrelated to tied-weights behavior in translation models." + "reason": "Int4 OOM due to higher CUDA reserved memory and tied-weights translation model regressions are different problems." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming inference failure are different models and runtime paths." + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming API failure are different symptoms and paths." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized during init_empty_weights and a pydantic field regression are distinct v5 breakages." + "reason": "init_empty_weights unexpected argument and PretrainedConfig pydantic breakage are distinct initialization vs config serialization issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming chat failures." + "reason": "GGUF architecture support and chat/completions streaming failure are unrelated feature/runtime issues." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code model loading breakage and torch/transformers version incompatibility are different compatibility problems." + "reason": "Remote-code breakage and torch/transformers incompatibility are both broad regressions but not the same underlying bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig field issue are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and v5.4.0 pydantic config breakage are different issue classes." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing errors and missing Float8 storage are separate low-level runtime issues." + "reason": "Mixtral torch dynamo tracing and missing Float8 storage are unrelated runtime/back-end failures." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch and zero-sized tensor indexing are both indexing errors, but they arise from different models and contexts." + "reason": "Mask-shape mismatch and DeepSpeed ZeRO-3 zero-sized index access are both indexing errors, but not the same bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 text-embedding quality regression and nonsensical AutoModel/pipeline outputs are related only by model family, not the same concrete bug." + "reason": "Siglip2 embedding quality degradation and Siglip2 nonsensical results with AutoModel/pipeline are related models but different reported defects." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers incompatibility are unrelated environment issues." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized inv_freq after to_empty(cuda) are separate Qwen3.5 issues with different mechanisms." + "reason": "Composite Qwen config unwrapping in from_config and Qwen3.5 Moe rotary embedding uninitialized memory are different code paths." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3.5 SFT embedding unpacking are different model/trainer failures." + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking in TRL SFT trainer are distinct model/integration bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and TRL embedding unpacking failure are unrelated training-time bugs." + "reason": "FSDP weight dimensionality failure and Qwen3.5 embedding unpacking in TRL are unrelated training bugs." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both concern custom-module loading, but one is a trust_remote_code cache-path collision and the other is loading the wrong module after save/load; not the same defect." + "reason": "Both concern model loading/saving and custom code, but one is a cache-path collision for local leaf names and the other is loading the wrong custom module after save_pretrained; not the same concrete defect." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied-weight bug and translation-model tied-weight issues are different model families and code paths." + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights issues are similar in theme but not the same model or code path." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback blocking are unrelated." + "reason": "Custom-model notebook initialization in v5 and flash-attn2 fallback blocking are unrelated regressions." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific issues." + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model-specific evaluation/load problems." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and translation-model tied weights are unrelated." + "reason": "PagedAttentionCache linear_attention error on Qwen3.5 models and tied-weights translation regressions are unrelated subsystems." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3 MoE FineGrainedFP8 failure and flash-attn2 fallback checks are different issues." + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn2 fallback gating are separate quantization vs backend-selection issues." } ] }, @@ -904,13 +898,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:36331", "issue:38175", @@ -979,8 +973,8 @@ "issue:43872|issue:44589", "issue:38175|issue:43054", "issue:41553|issue:43883", - "issue:43054|issue:45701", "issue:44910|issue:45859", + "issue:43054|issue:45701", "issue:45663|issue:45902", "issue:41553|issue:43881", "issue:42947|issue:44387", @@ -993,247 +987,240 @@ "issue:41762|issue:42915", "issue:45685|issue:45823", "issue:43881|issue:43883", - "issue:43824|issue:43872", - "issue:45020|issue:45823" + "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "7d45d596643b2100663b405a7c5d9d4d8f7986496b00654164d603f06edb9ceb", + "prepared_review_unit_hash": "ad4d1df7ac8ba7a05adc15f0fab17c7d5c375cebb525d441360d20b464df7354", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 36973, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "soft_pair_count": 33, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of distinct Transformers issues. The only strong duplicate-like matches are the non-persistent-buffer regression reports, and possibly the SigLIP2 discrepancy reports; most other soft pairs are clearly different bugs, models, or failure modes.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43950 is the clearest, broadest report of the non-persistent-buffer regression and best captures the underlying bug family represented by the strongest duplicate-like edges.", + "summary": "This set contains several unrelated issue families. The only clear duplicates are the non-persistent buffer regression reports, plus a likely remote_code/config-loading regression pair. Most other soft pairs are broad subsystem similarities but not the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest umbrella report: it precisely states the non-persistent-buffer regression in v5 and is broad enough to cover the related follow-ups.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 has the most actionable description and broadest impact among the likely duplicates; it reads like the best canonical reference for the buffer-corruption regression.", + "best_issue_reason": "issue:43950 is the strongest representative issue overall because it is concrete, well-scoped, and directly matches multiple related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed run command." + "reason": "Different problems: DSA indexer behavior vs docs mentioning a removed command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Different problems: quantization/offloading behavior vs tied-weights handling in translation models." + "reason": "Both touch quantization/weights, but the titles point to different failures and code paths." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same issue as tied-weights regressions." + "reason": "Checkpoint loading failure is unrelated to tied-weights behavior." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to the removed run-command documentation issue." + "reason": "A typo in cache strategy docs is unrelated to the run-command documentation regression." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method." + "reason": "Qwen3.5 embedding unpacking in TRL is a different issue from GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different concrete bugs: detokenization regression vs Qwen-3-8B-NVFP4 runtime error." + "reason": "Incorrect detokenization and NVFP4 runtime errors are different bugs." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared underlying bug; one is Qwen NVFP4 runtime failure, the other is a GraniteMoEHybrid method error." + "reason": "No shared code-path evidence; these are unrelated model/runtime failures." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5, just with different phrasing and scope." + "reason": "Same underlying regression: v5 mishandles non-persistent buffers and fills them with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a text-embedding quality regression." + "reason": "SigLIP2 docs errors and worse text embeddings are not the same concrete bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is a different bug from non-persistent-buffer corruption." + "reason": "Missing config fields from trust_remote_code is unrelated to non-persistent buffer corruption." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Separate Qwen/Phi runtime failures: autocast dtype mismatch vs Flash Attention crash from 3D position_ids." + "reason": "Different failures: autocast dtype mismatch vs Qwen3.5 position_ids/flash-attn crash." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + "reason": "Trainer signature mismatch and DeepSpeed loading index error are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import exposure of AutoImageProcessor is unrelated to the torch/transformers version incompatibility." + "reason": "Importing a symbol and torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint vs generic loading noise are not the same bug." + "reason": "A corrupted checkpoint and generic loading noise are unrelated." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Both point to non-persistent buffer materialization/loading going wrong; 45902 looks like a specific manifestation of the same regression family." + "reason": "Same regression family: both describe non-persistent buffer corruption/uninitialized contents after loading or materialization." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes API incompatibility is unrelated to the Float8 storage error." + "reason": "Bitsandbytes Int8Params incompatibility and missing Float8 storage are different quantization/runtime issues." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but the reported failures are different enough to treat as separate issues." + "reason": "Unexpected probabilities and lower-quality SigLIP2 embeddings are too different to treat as duplicates." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." + "reason": "Bad AutoTokenizer error handling is unrelated to missing all_tied_weights_keys." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "SigLIP2 embedding quality regression is unrelated to a tokenization behavior change." + "reason": "Both involve Qwen3.5/MoE, but one is a flash-attention crash and the other is CPU-offload incompatibility." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Flash-Attention crash from packed-sequence misinterpretation is not the same as CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Embedding quality regression is not the same as a tokenization-version change." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to non-persistent buffer initialization." + "reason": "Gemma4 FSDP2 shared_kv_states handling is unrelated to buffer initialization corruption." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and symptoms: Voxtral tokenizer loading vs glm-4v-9b loading failure." + "reason": "Voxtral tokenizer loading error and glm-4v-9b loading failure are different model-specific issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are different issues." + "reason": "Gradient checkpointing ineffectiveness and int4 memory OOM are separate memory-related problems, not one bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as a specific model failing to load." + "reason": "General loading noise and a specific model load failure are not the same underlying issue." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "These look like the same SigLIP2 discrepancy bug: worse embeddings in HF versus the original JAX implementation." + "accept": false, + "reason": "SigLIP2 embedding quality and HF-vs-JAX discrepancy may be related conceptually, but the concrete failures are different." }, { "left": "issue:43643", "right": "issue:45020", - "accept": false, - "reason": "Both mention remote_code, but one is missing fields in AutoConfig output while the other is broad model breakage in recent versions." + "accept": true, + "reason": "Likely same remote_code/config-loading regression: trust_remote_code handling returns incomplete config objects and broader recent versions break remote_code models." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization regression is unrelated to AMD GPU execution failure." + "reason": "Detokenization bug and AMD GPU model execution failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Two different model-loading failures for different checkpoints; not the same underlying bug." + "reason": "Both are loading complaints, but there is no evidence they share the same root cause." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are distinct training-memory issues." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are distinct training-memory issues." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FP8 failure are unrelated." + "reason": "DeepSpeed ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support error is unrelated to Gemma4 PLE device mismatch." + "reason": "MPS histogram/int error in MoE and Gemma4 device mismatch are different code paths." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are separate bugs." + "reason": "Model loading failure and missing weight-tying metadata are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a Qwen2_5_VL class and a bitsandbytes Int8Params constructor mismatch are unrelated." - }, - { - "left": "issue:45020", - "right": "issue:45823", - "accept": false, - "reason": "Remote_code compatibility regressions and Gemma4 device-map mismatches are different issues." + "reason": "ImportError for Qwen2.5 VL class and bitsandbytes Int8Params incompatibility are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet: the accepted soft edges are limited to the non-persistent-buffer regression family and the SigLIP2 discrepancy pair, while the rest are reasonably treated as distinct bugs or docs issues. No clear overstatement of evidence." + "feedback": "Accept. The summary stays grounded in the packet and does not overclaim. The accepted soft pairs are phrased conservatively as likely/same-family regressions, and the rejected pairs generally avoid conflating distinct bug reports from similar subsystems." }, "evaluator_used": true, "retried": false, @@ -1246,13 +1233,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:24643", "issue:30064", @@ -1304,18 +1291,19 @@ "issue:45923" ], "soft_pairs": [ + "issue:44991|issue:45399", + "issue:45020|issue:45823", "issue:42491|issue:44368", "issue:44661|issue:45020", - "issue:44991|issue:45399", "issue:43828|issue:45823", - "issue:43782|issue:44960", "issue:45081|issue:45399", + "issue:43782|issue:44960", "issue:43827|issue:44509", "issue:45020|issue:45356", - "issue:43404|issue:43950", "issue:43742|issue:45399", - "issue:42915|issue:45020", + "issue:43404|issue:43950", "issue:43638|issue:45823", + "issue:42915|issue:45020", "issue:43792|issue:44220", "issue:43257|issue:43866", "issue:43872|issue:44291", @@ -1323,8 +1311,8 @@ "issue:43940|issue:45313", "issue:41553|issue:44991", "issue:43854|issue:44863", - "issue:36331|issue:41093", "issue:42947|issue:45923", + "issue:36331|issue:41093", "issue:44928|issue:45588", "issue:43257|issue:45305", "issue:43872|issue:45538", @@ -1336,226 +1324,232 @@ "issue:43366|issue:43828", "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "0fb6d0f04185a088a1f0faed8226d560a540f18be281c9b1dc999ea9b01ae199", + "prepared_review_unit_hash": "248c109fe133cd4298fab289f6c2c1002c419380dc77ae4242e86ca24ad7e8e7", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37391, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "soft_pair_count": 32, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with only a few clear duplicate subclusters: docs about removed pipeline tasks, init_empty_weights / _is_hf_initialized compatibility, ZeRO-3 weight loading in Qwen3-family models, and Qwen3/VL video regression. Most other pairs are related only at a broad subsystem level and should stay separate.", - "confidence": 0.72, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items split into several unrelated regressions; if a representative must be chosen, issue 45020 is the broadest loading/regression report, but it is not a true umbrella duplicate for all items.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions (tokenizers, remote_code loading, DeepSpeed, vision/video, docs). A few pairs are near-duplicates, but most are only loosely similar and should not be merged.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #45020 is the broadest representative of the cluster\u2019s main theme: recent v5 regressions that break model loading for remote/custom-model workflows. It\u2019s still not a perfect umbrella, but it is more central than the narrower model-specific or docs-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the broadest, most central user-facing regression report in the set, but it still only covers one slice of the cluster and should not be treated as a global duplicate target.", + "best_issue_reason": "#45020 is the best single issue to anchor the cluster because it captures the most general and recurring failure mode among these reports: loading regressions introduced by newer Transformers versions. The rest are mostly narrower variants or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for one model vs flash-attention fallback gating; different code paths and symptoms." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regression vs Gemma4 PLE device-map mismatch; unrelated bugs." + }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen3/MoE and LoRA, but one is a model-compatibility failure and the other is a training warning about tie_word_embeddings; not the same bug." + "reason": "Both involve Qwen fine-tuning, but one is a LoRA/hf4.x compatibility failure and the other is a warning about tied embeddings; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Both touch model loading, but one is add-new-model-like/TOKENIZER_MAPPING_NAMES behavior and the other is remote_code regressions; too different to merge." - }, - { - "left": "issue:44991", - "right": "issue:45399", - "accept": false, - "reason": "Tokenizer loading failure vs flash-attn fallback gating; same broad area, different concrete problems." + "reason": "Tokenizer-mapping helper failure vs remote_code loading breakage; same broad area, but not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failures: autocast dtype mismatch vs device_map auto placement mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs a Gemma4 device placement bug; different model/runtime problems." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Different model-specific load/runtime issues; no clear shared code-path." + "reason": "Mistral tokenizer regex patch crash vs flash-attention fallback checks; unrelated components." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Mistral tokenizer regex crash and flash-attn fallback blocking are unrelated fixes." + "reason": "Qwen3VL weight_only load error vs a GLM5 issue; different models and failure modes." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: v5 removed text/summarization/translation pipeline tasks, but the docs still reference them." + "reason": "Both report stale docs still referencing removed pipeline tasks after the v5 pipeline removals; same documentation cleanup." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are recent loading regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer/codec regression." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Weight tying vs non-persistent buffer corruption are different state-loading/model-initialization bugs." + "reason": "General remote_code regression vs Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; different root cause." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Different model loading failure vs unrelated flash-attn fallback check." + "reason": "MobileLLM key error while loading vs flash-attn fallback blocking; no shared code path." }, { - "left": "issue:42915", - "right": "issue:45020", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Qwen3 MoE FineGrainedFP8 failure is a quantization-specific issue, not the same as remote_code loading regressions." + "reason": "Tied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained; different serialization/model-init bugs." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Zero3 index error on a non-pretrained Bert model and Gemma4 PLE device mismatch are unrelated." + "reason": "DeepSpeed ZeRO-3 index error with non-pretrained Bert vs Gemma4 device mismatch; not the same problem." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is a model/config-specific issue, not the remote_code loading regression in #45020." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Both are audio/Whisper-adjacent, but one says the model cannot run and the other is about fbank feature extraction; not enough to call them duplicates." + "accept": true, + "reason": "Both point to Whisper audio feature extraction failing in the same preprocessing path (`_torch_extract_fbank_features`); plausible single fix." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs corrupted Ovis2 checkpoint are distinct loading failures." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs a corrupted Ovis2 checkpoint; unrelated." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying incompatibility around the new _is_hf_initialized argument / init_empty_weights path, with bitsandbytes wrappers failing on it." + "reason": "Same underlying `_is_hf_initialized` incompatibility causing TypeError during model init/loading, just surfaced through different wrappers." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different root causes: Qwen3 MoE FP8 config failure vs bitsandbytes/_is_hf_initialized compatibility." + "reason": "FP8/Qwen3 MoE failure vs bitsandbytes init-arg incompatibility; different mechanisms." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Both report DeepSpeed ZeRO-3 failing to load Qwen3-family weights, likely the same loader/path bug manifested on different variants." + "accept": false, + "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 language_model load failure; same broad area, but not enough to call it 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 an actual tokenizer loading regression for a different model." + "reason": "Both tokenizer-related, but one is an error-message problem for Voxtral and the other is a real tokenizer load failure for a different model." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Model loading/checkpoint issues for different architectures; no shared concrete failure." + "reason": "GLM-4.7-Flash unit-test load failure vs NemotronH checkpoint incompatibility; different model implementations." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Different trainer API error vs tensor-mask shape mismatch; not the same bug." + "reason": "Gradient checkpointing ineffective in PEFT LoRA vs missing `supports_gradient_checkpointing` on a trust_remote_code variant; related theme, but distinct bugs." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing support flag on a remote-code variant." + "reason": "CustomTrainer API break (`num_items_in_batch`) vs tensor mask shape mismatch; unrelated errors." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Attention-related crashes, but one is a gradient-explosion/regression in Qwen3.5 and the other is an AttributeError on s_aux=None in flash_attention.py." + "reason": "Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback vs flash-attention crash on `s_aux=None`; different failure modes." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS; different code paths." + "reason": "Both involve DeepSpeed-ish training behavior, but one is missing Qwen3 MoE weight conversion and the other is GAS gradient averaging; not the same bug." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init compatibility vs CLIPTokenizer model_max_length are unrelated." + "reason": "bitsandbytes `_is_hf_initialized` incompatibility vs CLIPTokenizer max_length default; unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "The error text is similar, but the mask/tensor size mismatch is generic and could come from many different causes; insufficient evidence for a duplicate." + "reason": "Both show a mask/tensor shape mismatch, but the titles indicate separate occurrences and no shared concrete root cause." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Same video-input regression family in Qwen2.5/Qwen3 VL models on 5.3.0, with 44560 appearing to be a specific manifestation of the broader 44479 bug." + "reason": "Both are Qwen video-input regressions in v5.3.0-era code paths; `StopIteration` fits the same broken video preprocessing family." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/model loading failures, but for different models and likely different causes." + "reason": "Both are load failures, but for different tokenizers/models and different symptoms." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are unrelated." + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight error vs image processor segmentation-map handling." + "reason": "DeepSpeed training `weight must be 2-D` vs void segmentation-map preprocessing; completely different subsystems." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and an autocast dtype mismatch are unrelated." + "reason": "GGUF/gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch; no shared bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both are rotary/position embedding issues, but they affect different models and different failure modes." + "reason": "Qwen2.5-VL rope index scaling bug vs uninitialized `inv_freq` after `to_empty(cuda)`; different state/materialization issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge pairs are plausible same-bug clusters, while the rejected pairs are mostly separated by clear root-cause differences rather than just sharing a broad subsystem label. No obvious overstatement stands out." + "feedback": "The summary is well-grounded in the packet and stays conservative about the soft edges. The accepted pairs all look plausibly mergeable as single fixes or cleanup PRs, and the rejected pairs are generally cautious rather than overstated. No obvious evidence inflation." }, "evaluator_used": true, "retried": false, @@ -1568,13 +1562,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:36010", "issue:38175", @@ -1654,25 +1648,25 @@ "issue:44451|issue:44488", "issue:41720|issue:42915", "issue:43644|issue:44534", - "issue:42491|issue:45276", "issue:43708|issue:44075", + "issue:42491|issue:45276", "issue:42915|issue:44756", "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "87659b1d3cb56047cc49489505a8603c142138362dba9b66cdd69acab041fc17", + "prepared_review_unit_hash": "ede5952b5155d0cc94ddbc303c183f70587780f81d447d3cf780c4ff3e8008b9", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37195, + "serialized_chars": 37193, "estimated_input_tokens": 9299, "estimated_eval_tokens": 18854 }, @@ -1681,192 +1675,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose set of unrelated Transformers/model-loading bugs, with a few near-duplicate regressions around the same exact failure mode. The clearest duplicate pair is the non-persistent buffer regression; custom-model init in notebooks also looks like the same v5 regression. Other similar-looking model issues are not safe to merge from titles alone.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43644 is the broadest and clearest report of the non-persistent buffer regression, and it has an exact duplicate in issue:44534.", + "summary": "This cluster is mostly a loose mix of Transformers 5.x regressions and model-specific loading/inference bugs. Only a few pairs look like true duplicates or the same concrete code-path regression; most are just thematically similar.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43644 is the clearest concrete regression in the set and has an exact duplicate (issue:44534); it is a strong representative for the v5 initialization/buffer-corruption subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue because it describes a concrete, versioned regression with a clear, reusable summary and matches the duplicate pair exactly.", + "best_issue_reason": "issue:43644 is the best issue to keep because it is specific, reproducible, and directly duplicated, whereas many of the other items are broader or only loosely related.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different concrete bugs: FSDP2 shared-kv state handling vs device-map forward mismatch." + "reason": "Both are Gemma4-related, but one is an FSDP2 attention-state bug and the other is a device_map/forward device mismatch; different failure modes." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different problem domains: GGUF/gpt-oss model support vs Qwen3-MoE sliding-window behavior." + "reason": "Different models and different bugs: GGUF/gpt-oss support versus Qwen3-MoE sliding_window behavior." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Unrelated regressions: non-persistent buffer corruption vs a Kosmos2.5 long-OCR index error." + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-OCR index handling." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + "reason": "Both involve attention/compilation issues, but the model, trigger, and code path are different." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared underlying bug is evident; GGUF model support and Float8 storage lookup are separate failures." + "reason": "GGUF architecture support and missing Float8 storage are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report the same Transformers 5.0.0 custom-model initialization regression, with the notebook report just being a narrower manifestation." + "reason": "Same underlying Transformers 5 custom model initialization regression; the notebook context is just a symptom/environment detail." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-vl embedding issues, but the failure modes and calling contexts differ enough to treat as separate bugs." + "reason": "Different models and different pipeline paths; one is video embedding StopIteration, the other is TRL SFT unpacking failure." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 failure vs generic meta-device model loading breakage." + "reason": "Qwen3-MoE FP8 loading and torch.device(\"meta\") loading failures are different bugs." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class is not the same bug as meta-device loading failures." + "reason": "Import failure for a missing class is not the same as meta-device loading breakage." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No concrete shared code-path problem; 3d_parallel runtime failure is unrelated to gpt-oss GGUF support." + "reason": "3d_parallel execution failure is unrelated to GGUF/gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + "reason": "GenerationMixin import error and Qwen3-MoE FP8 failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping validation failure is unrelated to Gemma4 device mismatch during forward." + "reason": "Tokenizer mapping logic and Gemma4 forward-device mismatch are different code paths." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model name, but the titles point to different symptoms and likely different root causes; not enough to merge strictly." + "accept": true, + "reason": "Both report the same SigLIP2 model producing nonsensical/zero outputs, likely the same underlying preprocessing/model bug." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Different mechanisms: LoRA compatibility across HF versions vs packed-weight handling in Accelerate loading." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "GLM5 model-loading topic and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "Different failure signatures and different model families; only a broad shape of inference bug is shared." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "One is ZeRO-3 weight loading, the other is save_pretrained key serialization; related model family but different code paths." + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are unrelated." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "Both are model-loading reports, but the titles alone do not establish the same underlying bug beyond being similar failures on different BERT models." + "reason": "DeepSpeed ZeRO-3 BERT initialization and add-new-model-like/tokenizer mapping logic are different bugs." }, { - "left": "issue:43632", + "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: `_is_hf_initialized` flag regression vs tokenizer-mapping constraint in add-new-model-like." + "reason": "Both mention BERT-related loading, but one is ZeRO-3 empty tensor indexing and the other is tokenizer-mapping registration logic." }, { - "left": "issue:44560", + "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and subsystems: video embedding/StopIteration vs mask shape IndexError." + "reason": "Tokenizer mapping registration is unrelated to the mask/tensor shape mismatch." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both describe config-loading failures caused by stricter config validation; this looks like the same underlying regression class." + }, + { + "left": "issue:43317", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription handling are unrelated." + "reason": "Dequantized device_map loading and Strix Halo mmap/OOM are different memory/loading issues." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:38175", + "right": "issue:39692", "accept": false, - "reason": "Zero-3 BertModel initialization error is not the same as tokenizer-mapping validation failure." + "reason": "SigLIP2 zero probabilities and SigLIP2 doc-example mismatches/quantization errors are not the same concrete bug." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "BertModel Zero-3 index error and tokenizer-mapping validation are different failures." + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both involve config loading, but the model/config validations are different enough that the titles do not show the same bug." + "reason": "GLM5 is too vague to equate with a Qwen3.5 flash-attention generation bug." }, { - "left": "issue:43317", - "right": "issue:44756", + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 subsystems: ZeRO-3 language_model loading versus save_pretrained visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but there is not enough evidence they share the same concrete root cause." + }, + { + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "Both are loading/memory issues, but device-map offload and Strix Halo mmap OOM are different problems." + "reason": "Auto device mapping cudaErrorAssert and FineGrainedFP8Config failures are different issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + "reason": "These are the same non-persistent-buffer corruption regression, with only the title wording changed." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "LoRA/hf4.x compatibility is unrelated to Gemma4 token-embedding resize behavior." + "reason": "Checkpoint-resume step calculation and SGD optimizer args being ignored are unrelated." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Trainer checkpoint math and SGD optimizer args are unrelated." + "reason": "LoRA/Qwen3-MoE compatibility is unrelated to Gemma4 resize_token_embeddings behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 config failure and mmap-induced OOM are different bugs." + "reason": "Qwen3-MoE FP8 loading and mmap/OOM on Strix Halo are not the same bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Missing import symbol for one model class is unrelated to a weight-shape mismatch in another model." + "reason": "Different model families and different loading errors: unit-test load issue versus weight-shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays conservative and is grounded in the packet. The duplicate call on issue:43644/44534 is well supported by the titles, and the accepted soft-edge pair (43645/43646) is plausibly the same custom-model initialization regression with the notebook issue as a narrower case. The remaining pairs are mostly rejected cautiously, without overclaiming evidence." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably conservative given the titles. The chosen canonical issue (43644/44534) is well supported as the clearest duplicate pair in the set." }, "evaluator_used": true, "retried": false, @@ -1879,13 +1891,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:36010", "issue:39404", @@ -1945,8 +1957,8 @@ "issue:43644|issue:43645", "issue:44910|issue:45588", "issue:42491|issue:45292", - "issue:45362|issue:45406", "issue:44488|issue:44991", + "issue:45362|issue:45406", "issue:36010|issue:39404", "issue:45276|issue:45335", "issue:44164|issue:44291", @@ -1956,32 +1968,32 @@ "issue:39692|issue:44960", "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:43335|issue:45663", "issue:45663|issue:45859", + "issue:43335|issue:45663", "issue:43873|issue:44387", "issue:44155|issue:45823", "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:44960|issue:46050", - "issue:43854|issue:45216", "issue:44387|issue:44756", + "issue:43854|issue:45216", "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "ad051c895d7216bef023214b9a06fc3832669c4839df2fc952eecf27d9a45848", + "prepared_review_unit_hash": "f87477eab5b60dbf96446948a76ce25959e23c73f820769637d697a2abc7f770", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36591, + "serialized_chars": 36592, "estimated_input_tokens": 9148, "estimated_eval_tokens": 18552 }, @@ -1990,204 +2002,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regression reports (model loading, save/load, quantization, tokenizer, and architecture-specific bugs). There are no PRs here, and only the resize_token_embeddings reports form a plausible duplicate subcluster; the rest are too model- and codepath-specific to merge.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45276 is the clearest hub of the only real duplicate-like subcluster: it states a concrete `resize_token_embeddings` propagation bug and is close to the more generic companion report.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate-like pocket is around `resize_token_embeddings` not propagating to nested/output embeddings in composite models; most other soft links are thematic false positives.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45276 is the best local canonical anchor because it sits in the strongest duplicate family here: multiple reports of `resize_token_embeddings` failing to update nested/output embeddings across related model classes.", "canonical_pr_reason": null, - "best_issue_reason": "45276 is the best representative of the cluster\u2019s coherent slice because it captures the shared `resize_token_embeddings` regression without collapsing into a single model-family-only phrasing.", + "best_issue_reason": "Issue 45276 is the best overall issue to represent the cluster because it is the clearest, most general instance of the only tight duplicate set, whereas the rest of the items are largely unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related regressions, but they affect different model families and symptoms; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they describe different failure modes and likely different code paths: DeepSeek byte-level pre-tokenizer override vs Granite token ID corruption." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "One is a documentation/example problem, the other is a runtime model-output regression; different issues." + "reason": "Same model family, but one is a broken documentation example/quantization failure and the other is bad AutoModel/pipeline results; not enough evidence of one underlying bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Both involve loading problems, but they target different models and failure modes." + "reason": "Both involve model loading on Qwen/GLM-like stacks, but the symptoms and models are unrelated (MoE offload/conversion vs unit-test load mismatch)." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization themes, but the underlying bug descriptions are different." + "reason": "Quantization/offloading are broad shared themes, but these are different problems: MoE training memory usage vs offloading behavior under quantization." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different models and different load failures; no clear shared bug." + "reason": "Different concrete failures: LoRA checkpoint compatibility on qwen3_moe vs a weight-shape mismatch for Qwen3-VL." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency and the other is quantization OOM; not the same change." + "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is int4 reserved-memory/OOM behavior; likely separate fixes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is notebook custom-model setup." + "reason": "Both are Transformers 5 regressions, but one is about junk-filled buffers and the other is Jupyter/custom-model initialization; different bugs." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the crash causes and code paths differ." + "reason": "Both touch flash attention, but the concrete bugs differ: packed-sequence position_ids misinterpretation vs `s_aux=None` AttributeError on sink-less models." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "These are unrelated model-loading and embedding-resize issues." + "reason": "The overlap is only broad save/load or model plumbing; the actual bugs are different and model-specific." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Both are tokenizer-loading failures in v5, but they affect different models and likely different tokenizer edge cases." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer-loading complaints, but the models and failure modes differ." + "reason": "Both are chat/serving crashes on newer Qwen/Gemma-style models, but the reported failures and code paths are distinct." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "An import error is unrelated to the Whisper pipeline regression." + "reason": "These are unrelated import vs Whisper pipeline issues; no shared underlying bug." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` regression affecting nested embedding/output modules; only the model-specific target differs." + "reason": "Both report `resize_token_embeddings` not propagating to nested output/input embeddings in composite model classes; this looks like the same underlying resize bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "One is about `extra_state` in save/load, the other about `init_empty_weights` argument handling." + "reason": "One is about extra_state in save/load, the other about an unexpected `_is_hf_initialized` arg with `init_empty_weights`; different failure surfaces." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied `lm_head`, but they are reported on different model classes with no evidence of one shared concrete codepath." + "reason": "Both mention untied `lm_head` weights, but they affect different model classes and there is no evidence they share the same code path or fix." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both reference compatibility/loading concerns, but they are distinct failures." + "reason": "A generic Torch 2.10 incompatibility and a meta-device loading regression are not the same bug." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch is not the same as a separate tokenizer-loading regression." + "reason": "These are different tokenizer/vocab issues for different models; the similarity is only that loading fails." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "A docs/example bug and a model-specific GLM5 issue are not duplicates." + "reason": "SigLIP2 doc/model issues are unrelated to GLM5; no common underlying defect." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and an apex RMSNorm memory leak are unrelated." + "reason": "Both involve memory, but PEFT LoRA checkpointing behavior and an apex RMSNorm leak are separate problems." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model architectures and different failures." + "reason": "Gemma-4 FSDP2 shared_kv_states failure and Qwen multimodal `text_config` unwrapping are different model-integration bugs." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Sparse-layer config bug vs FSDP2 shared_kv_states bug; different code paths." + "reason": "FSDP2/shared_kv_states and CPU-offload rotary embedding compatibility are unrelated code paths." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Different Qwen/Gemma subsystems and different failures." + "reason": "Sparse-layer creation at zero layers and Gemma-4 FSDP2 attention state rebuilding are unrelated model bugs." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are memory/quantization-related, but the reported bugs are distinct." + "reason": "Both are quantization-related memory issues, but one is offloading not working as expected and the other is higher reserved memory/OOM under int4; not clearly the same bug." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batching leak and Gemma4 device-mismatch are unrelated." + "reason": "AudioFlamingo3 track leakage and Gemma4 device-map mismatches are entirely different failures." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init argument handling is not the same as mmap/OOM behavior." + "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats, different models, different failure modes." + "reason": "Both are quantized model-loading problems, but the model formats and symptoms differ (NVFP4 loading error vs MXFP4 falling back to bf16)." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and different save/load breakages." + "reason": "GLM5 loading and sinq save/load corruption are different problems." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Different Qwen loading regression versus a Qwen3.5 save_pretrained regression." + "reason": "Quantization OOM and Strix Halo mmap OOM are both memory issues, but they are not the same underlying bug." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Both can lead to OOM, but the causes are unrelated." + "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are separate model-specific issues." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` bug; one report is the Gemma4-specific version and the other is the generic output_embeddings report." + "reason": "Same underlying `resize_token_embeddings` propagation bug: one report is model-specific, the other is the general output_embeddings symptom." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/pretrained flows, but one is permissions propagation and the other is wrong-module loading." + "reason": "One is about read-only permissions being propagated during `save_pretrained`; the other is loading the wrong custom module after `save_pretrained`. Different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pairs, 45276/45335 and 45276/45292, are plausibly the same resize_token_embeddings propagation bug and look mergeable into one PR. The rest of the rejections do not overclaim duplicate evidence." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft links around `resize_token_embeddings` are well-supported by the issue titles and look like the same underlying propagation bug, while the other pairings are appropriately rejected as only thematic overlaps. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -2200,13 +2212,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:36032", "issue:39404", @@ -2277,8 +2289,8 @@ "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:39404|issue:45701", - "issue:43906|issue:44530", "issue:43611|issue:43645", + "issue:43906|issue:44530", "issue:44530|issue:45084", "issue:43901|issue:44509", "issue:44265|issue:44898", @@ -2292,238 +2304,238 @@ "issue:36032|issue:43452", "issue:44164|issue:45759" ], - "prepared_review_unit_hash": "b6686c2780ff051284d8d74f4c2106a6085fcb1f97b52c3394f887e6a581ac3f", + "prepared_review_unit_hash": "8fecc04799f6528f4ed383f9ac3226d74ec1f03ef473231efeff754b10b45e38", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37721, - "estimated_input_tokens": 9431, - "estimated_eval_tokens": 19118 + "serialized_chars": 37717, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue-to-issue near matches across different models and subsystems. The only clear duplicate pair is the token-embedding resize bug in 45292/45335; the rest should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45292 is the broader, more general report of the same resize-token-embeddings propagation bug; 45335 is a model-specific variant for t5gemma.", + "summary": "This set is mostly a loose cluster of Transformers v5 model-loading/init regressions plus unrelated model-specific bugs. Only one pair looks like the same concrete bug: resize_token_embeddings not propagating to tied output/decoder embeddings.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broadest, most model-agnostic regression report in the set and best represents the shared Transformers 5 custom-model initialization/loading breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the best canonical issue because it states the core API-level defect succinctly and applies beyond one model family.", + "best_issue_reason": "issue:43646 is the most general issue to keep as the cluster representative; it covers the broader initialization/loading regression category better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Different bugs: eval-mode gradient checkpointing restriction vs Qwen3.5 RLHF NaN/SDPA fallback." + "reason": "Both involve gradient-checkpointing-related failures, but one is an eval-mode restriction and the other is a Qwen3.5 RLHF NaN/SDPA fallback bug." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is LoRA/PEFT effectiveness and the other is eval-mode incompatibility." + "reason": "Related area, but PEFT LoRA checkpointing ineffectiveness and eval-mode checkpointing are different failure modes and code paths." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Unrelated: extra_state save/load handling vs mmap/OOM on Strix Halo." + "reason": "Extra_state save/load handling and Strix Halo mmap OOM are unrelated bugs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different model-loading regressions affecting different model families and causes." + "reason": "Video input regression and strict config loading are different subsystems and symptoms." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different failure modes: device-mapping cuda assert vs embedding/token leakage in batched AudioFlamingo3 inference." + "reason": "Qwen3 auto-device-map cuda assert and AudioFlamingo3 token/embedding leakage are unrelated." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Separate code paths: flash_attention sinkless crash vs Gemma4 FSDP2 shared_kv_states KeyError." + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared_kv_states rebuilding are different concrete bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/memory, but one is meta-device loading and the other is mmap OOM on Strix Halo." + "reason": "Meta-device model loading and mmap OOM on Strix Halo are not the same issue." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom-model init in notebooks is unrelated to resume_from_checkpoint max_steps math." + "reason": "Custom model initialization regressions and Trainer resume max_steps computation are different bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings updates one embedding path but not the output/decoder embeddings." + "reason": "Both report the same underlying bug: resize_token_embeddings does not update tied output/decoder embeddings." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different problems: autocast dtype mismatch vs meta-device loading breakage." + "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are different code paths." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading complaints, but they reference different models and do not clearly share the same concrete defect." + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for ScandiBERT are not the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization issue is distinct from extra_state serialization handling." + "reason": "Notebook custom-model initialization and extra_state save/load handling are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility is not the same as an autocast dtype-mismatch bug." + "reason": "Torch 2.10 compatibility and a model-specific autocast dtype mismatch are different issues." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different model families and loading mechanisms; not the same checkpoint-conversion bug." + "reason": "Qwen3 MoE loading with accelerate/deepspeed and NemotronH checkpoint loading are different model families and failures." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Unrelated: compiled flex_attention regression vs Gemma4 device placement mismatch." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is distinct from mmap-related OOM." + "reason": "Float8 storage lookup failure and mmap-related OOM are different bugs." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a forward-pass device mismatch." + "reason": "Torch version incompatibility and a device-map forward mismatch are not the same code-path problem." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Different issues: library/version compatibility vs image preprocessor/model dtype mismatch." + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor/model dtype mismatch are different issues." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage is not the same as a general tokenization change report." + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are not the same bug." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "The isolated reproduction references another issue and the PagedAttentionCache crash is a different bug." + "reason": "Both are about custom-model loading, but one is base_model_prefix behavior and the other is notebook initialization; not enough evidence they are the same bug." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Base_model_prefix loading regression is unrelated to Jupyter custom-model initialization." + "reason": "An isolated reproduction of an older issue and a PagedAttentionCache linear_attention crash are different bugs." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different failures: invalid linear_attention group type vs compile-time non-template-node error." + "reason": "Qwen3.5 cache crash and non-template-node compilation failure are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they document different pipeline behaviors and different removed/changed APIs." + "reason": "One is a docs mismatch for return_all_scores, the other is docs still listing removed pipeline tasks; same area, different content." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/checkable model export bug is unrelated to Perceiver resize/interpolation failure." + "reason": "torch.export failure with torch_compilable_check and Perceiver interpolation failure are different bugs." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Different symptoms and models: Whisper pipeline regression vs MXFP4 loading fallback." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression on specific Qwen VL models is not the same as a mask-shape IndexError." + "reason": "Video-input regression and mask shape mismatch indexing error are different failures." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility is unrelated to Qwen3.5 input-embedding unpacking with TRL." + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL SFT are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different code paths and failure types: storage lookup vs compile error." + "reason": "Float8 storage lookup failure and compilation of non-template nodes are different issues." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but the concrete failures and reported symptoms are different enough to keep separate." + "reason": "Both concern Qwen3-VL loading, but one is a MoE conversion regression and the other is a weight-shape mismatch; not clearly the same code-path bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3 BertModel IndexError is unrelated to torch>=2.9 flex_attention compilation." + "reason": "Deepspeed zero3/BertModel indexing failure and compiled flex_attention on newer torch are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical model outputs are not the same bug as ModelOutput key assignment with None." + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment with prior None are different bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both are loading issues, but one is a T5Tokenizer method-name conflict and the other is gguf_file handling for from_pretrained." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file/from_pretrained breakage are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling is unrelated to unwrapping text_config in composite Qwen multimodal configs." + "reason": "extra_state save/load handling and from_config not unwrapping text_config are different loading/saving bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge calls are appropriately conservative. The only accepted pair, issue:45292/issue:45335, is well supported by the titles as the same resize_token_embeddings propagation bug, with 45292 being the broader report and 45335 a t5gemma-specific variant. The remaining pairs are reasonably kept separate based on differing models, subsystems, or failure modes." + "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice is plausible from the titles, and the only accepted soft-edge pair (issue:45292 / issue:45335) is well supported as the same resize_token_embeddings bug." }, "evaluator_used": true, "retried": false, @@ -2536,13 +2548,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:32090", "issue:34567", @@ -2616,237 +2628,237 @@ "issue:44811|issue:45584", "issue:44451|issue:44987", "issue:43541|issue:45084", - "issue:43452|issue:43482", - "issue:44464|issue:45987", "issue:42915|issue:44530", + "issue:44464|issue:45987", + "issue:43452|issue:43482", "issue:43644|issue:43646", - "issue:43317|issue:43482", "issue:44849|issue:45325", + "issue:43317|issue:43482", "issue:36032|issue:43645", "issue:45084|issue:45507", - "issue:43262|issue:43377", - "issue:43883|issue:44991" + "issue:43883|issue:44991", + "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "99cad24dd7878ff60cd8c99ac39bbfd67ec5833a92a1938e932954c8f7be021c", + "prepared_review_unit_hash": "ba1dafcfc8aec20049c186b349e247c94592a6112735ed9fe4c39eed3519f572", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37244, - "estimated_input_tokens": 9311, - "estimated_eval_tokens": 18878 + "serialized_chars": 37236, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with a shared v5-regression theme; there are no strong duplicate pairs or mergeable PR candidates here.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43611 is the best anchor for the cluster because it is a broad, concrete Transformers v5 regression affecting model loading via `base_model_prefix`, which is more representative than the narrower, model-specific reports.", - "canonical_pr_reason": null, - "best_issue_reason": "43611 is the most suitable representative issue: it describes a core v5 breakage in a common loading path and is broad enough to stand in for the cluster's general regression theme without overfitting to a single model family.", - "best_pr_reason": null, + "summary": "These items are mostly unrelated, with only a small Transformers v5 initialization/regression subcluster showing any similarity. The soft pairs share broad themes (tokenizers, model loading, audio, or v5 regressions) but not the same concrete bug or change, so none should be merged.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43644 is the closest cluster anchor: it is a concrete Transformers v5 regression and is the best representative of the nearby init/buffer breakage family around 43611 and 43646.", + "canonical_pr_reason": "No PRs are present in this item set.", + "best_issue_reason": "issue:43644 is the most representative single issue to keep as the duplicate-family lead because it is specific, reproducible, and centrally connected to the other v5 model-initialization regressions.", + "best_pr_reason": "No PRs are present in this item set.", "soft_edge_verdicts": [ { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline `return_language` and CamemBERT masked-LM prediction issues are different models, APIs, and failure modes." + "reason": "Both are model regressions, but they affect different models and different code paths: Whisper pipeline language return vs CamemBERT MLM predictions." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are both memory-related, but they are different layers and root causes." + "reason": "Both concern 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 tokenizer loading, but one is a model tokenizer regression and the other is a Mistral regex patch crash from a missing backend attribute." + "reason": "Different tokenizer-loading failures with different causes: EMBEDDIA/est-roberta vs Mistral regex patch/backend tokenizer access." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM output corruption is unrelated to EMBEDDIA tokenizer loading failures." + "reason": "Both are model/tokenizer loading-related, but one is a CamemBERT prediction regression and the other is a tokenizer load failure for a different model." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU device placement and Qwen3.5 MoE CPU-offload rotary embedding are separate code paths and different bugs." + "reason": "Both touch model internals, but the reported failures are different: XLNet CPU arange placement vs Qwen3.5Moe CPU-offload rotary embedding compatibility." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType error and Whisper `return_language` regression are unrelated subsystems." + "reason": "Unrelated bugs: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "`extra_state` save/load handling and Qwen v5.3 video-input regression do not describe the same defect." + "reason": "Serialization extra_state handling and video-input regression are separate behaviors, not one underlying defect." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping registration failure and compiled flex_attention on torch>=2.9 are unrelated change areas." + "reason": "Different areas entirely: tokenizer-mapping model registration vs compiled flex_attention on torch>=2.9." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer loading reports, but they affect different models and different failure mechanics." + "reason": "Both are loading failures, but for different repositories and different failure modes; not the same bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are separate runtime/init issues." + "reason": "AppleSilicon allocator warmup TypeError and the _is_hf_initialized v5 regression are unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is a model-loading/base-model-prefix problem while the other is non-persistent buffer initialization corruption." + "reason": "Both are v5 regressions in model initialization/loading, but they describe different concrete failures and code paths." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss and tokenizer post-processor updates after special-token changes are unrelated." + "reason": "A perplexity issue on gpt-oss is unrelated to runtime post-processor updates after special-token changes." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch and template compilation errors are different model/runtime failures." + "reason": "Different subsystems and symptoms: image-preprocessor dtype mismatch vs template compilation error." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Unsupported `center` argument in a feature extractor is not the same bug as a lower-level `_torch_extract_fbank_features()` issue." + "reason": "Both are audio-related, but one is an unsupported feature-extractor arg and the other is a separate _torch_extract_fbank_features issue." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two model-loading failures for different repositories; they do not share the same underlying bug." + "reason": "Two different model-loading regressions for different models; similar surface area only." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code` is unrelated to Qwen3.5 paged-attention cache crashes." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type failures on Qwen3.5." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are different tokenizer/model issues." + "reason": "Tokenizer special-token method conflict and FineGrainedFP8Config failure are unrelated bugs." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multimodal IterableDataset failures are unrelated." + "reason": "TrainerState token counter not updating and Qwen2.5-VL multi-image IterableDataset failure are different problems." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` on Molmo and tokenizer loading for `cjvt/sleng-bert` are not the same underlying defect." + "reason": "Missing all_tied_weights_keys and inability to load a specific model are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but batch decoding ignoring `skip_special_tokens` and empty-transcription failure after `align_special_tokens` are distinct bugs." + "reason": "Both are Whisper issues, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Loading `vesteinn/ScandiBERT` and loading `physical-intelligence/fast` are separate model-specific regressions." + "reason": "Different model-loading failures with no shared concrete code path." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and template-node compilation errors are different compiler/runtime problems." + "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation error are distinct compiler/runtime issues." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "`gguf_file` breaking AutoTokenizer/AutoModel loading and Qwen2.5-GGUF loading failure are related only at a high level, not the same bug." + "reason": "One is a FineGrainedFP8Config failure, the other a Qwen3.5 PagedAttentionCache group-type crash; not the same bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward and `StaticCache.get_seq_length()` type contract breakage are separate generation/cache issues." + "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length contract violation are separate generation/cache defects." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Qwen3 MoE memory usage during training and Qwen3.5 paged-attention cache crashes are different symptoms on different code paths." + "reason": "Both mention GGUF loading, but one is a generic from_pretrained/gguf_file breakage and the other is a specific Qwen2.5-GGUF v5 loading failure." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk values and custom model initialization breakage are adjacent v5 regressions but not the same underlying issue." + "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers and the other about custom model initialization; not one bug." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Dequantized model offload loading failure and Qwen2.5-GGUF loading failure are different loading paths and root causes." + "reason": "Different Qwen-family bugs: hidden-states output handling vs still-image rope-index scaling." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug are unrelated model internals." + "reason": "device_map/offload loading failure and GGUF loading failure are different code paths and symptoms." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict and Jupyter custom model initialization breakage are not the same defect." + "reason": "Tokenizer special-token method conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation errors and GraniteMoEHybrid invalid-method calls are different failures." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are unrelated." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask batching issues are different layers of the audio stack." + "reason": "Missing tied-weights metadata and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Molmo tied-weights attribute errors and tokenizer loading failures for EMBEDDIA are unrelated." + "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is a missing padding-mask batch consistency bug." } ] }, @@ -2862,13 +2874,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:36032", "issue:40990", @@ -2919,30 +2931,30 @@ "issue:45987" ], "soft_pairs": [ - "issue:43404|issue:44466", "issue:43089|issue:45987", "issue:44987|issue:44991", - "issue:43994|issue:44610", + "issue:43404|issue:44466", "issue:43322|issue:43540", "issue:43646|issue:44534", + "issue:43994|issue:44610", "issue:44403|issue:45081", - "issue:43377|issue:43819", "issue:42915|issue:45084", + "issue:43377|issue:43819", "issue:44265|issue:44610", + "issue:43645|issue:44534", "issue:44220|issue:44683", "issue:44451|issue:45081", - "issue:43645|issue:44534", "issue:44987|issue:45081", "issue:45216|issue:45357", "issue:42915|issue:44291", - "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:36032|issue:43742", - "issue:44062|issue:44987", + "issue:43404|issue:45127", "issue:42915|issue:44589", + "issue:44062|issue:44987", "issue:43296|issue:43531", - "issue:43425|issue:44403", "issue:43531|issue:44877", + "issue:43425|issue:44403", "issue:43611|issue:44534", "issue:44479|issue:45325", "issue:36032|issue:41720", @@ -2951,229 +2963,229 @@ "issue:40990|issue:44811", "issue:44683|issue:45020" ], - "prepared_review_unit_hash": "8a82c563af9979a3842ed975ab5c967a04956401286f65e02d0d042506ce8088", + "prepared_review_unit_hash": "031d504ae580feb235e6ebd53e36bf5d3e72ccaea5aa887db3616a3142342d32", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36331, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "serialized_chars": 36328, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous transformer/v5 regression reports. The only true duplicate-looking pair is the Qwen3.5 save_pretrained regression and its narrower visual-encoder-keys report. The Qwen VL video-input/position-id pair looks related, but not clearly the same bug from the titles alone, so it should not be merged as a duplicate.", - "confidence": 0.84, - "canonical_issue_reason": "44479 is the best broad representative for the Qwen VL regression reports because it spans multiple affected Qwen variants and describes the user-facing video-input breakage at a higher level; 45325 is related, but not confidently the same defect from the available evidence.", + "summary": "Most items are unrelated regression reports that only share broad Transformers/v5 themes. I found one likely duplicate pair around Qwen3.5 save_pretrained checkpoint corruption; the rest look like distinct bugs.", + "confidence": 0.89, + "canonical_issue_reason": "No single global canonical issue is safe here because the set mixes many unrelated bugs; the only clear duplicate subcluster is the Qwen3.5 save_pretrained regression pair.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest anchor among the issues because it is the broadest, clearest Qwen VL regression report in the packet. It is representative of that subgroup without overcommitting to the narrower rope-index/position-id theory for 45325.", + "best_issue_reason": "issue:45216 is the best anchor for the only clear duplicate subcluster: it is the earlier, broader Qwen3.5 save_pretrained regression report, while issue:45357 is a narrower follow-up about visual encoder keys.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both touch tied lm_head weights, but one is a model-specific tying bug and the other is a serialization inconsistency; not the same concrete defect." - }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation GPU-sync overhead is unrelated to a cache-length return-type contract issue." + "reason": "Different problems: generation performance overhead vs a StaticCache return-type contract issue." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures in recent transformers, but they affect different models and do not point to one shared bug." + "reason": "Both are tokenizer-load failures, but they involve different models and different failure modes." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Different vision-model regressions: one is bad outputs from AutoModel/pipeline, the other is an input-size mismatch in a processor." + "reason": "Both mention tied weights, but one is about Mistral3 weight tying and the other about device-dependent serialization; not the same concrete bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal model issues, but one is a Llava Next loading segfault and the other is a Qwen3OmniMoe video-processing ValueError." + "reason": "Different multimodal model paths and different failure types: segfault on Llava Next loading vs ValueError in Qwen3OmniMoe video processing." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage is not the same as non-persistent buffers being filled with junk." + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer initialization; distinct code paths." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Generic loading noise is unrelated to the Mistral regex patch crash." + "reason": "Different models and bugs: SigLIP2 inference nonsense vs OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Different model-specific bugs: missing padding-mask support vs missing STE in DAC." + "reason": "Unnecessary load-time noise is unrelated to a Mistral tokenizer regex crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config loading failure is unrelated to a template-node compilation TypeError." + "reason": "Qwen3Moe FP8 config failure and a template compilation error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are encoder/math correctness bugs, but one is padding-mask batching and the other is DAC from_latents vs forward mismatch." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export / torch_compilable_check failure is a different path from an OmDet-Turbo processor resolution bug." + "reason": "torch.export failure with torch_compilable_check is unrelated to an OmDet processor size regression." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and non-persistent buffer corruption are separate v5 regressions." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention on new torch versions are unrelated." + "reason": "Feature extraction bug and compiled flex_attention torch-version failure are different code paths." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A model-loading failure for ScandiBERT is not the same bug as the Mistral regex crash." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook custom-model initialization and non-persistent buffer corruption are different regressions." + "reason": "Model load failure for ScandiBERT is unrelated to the Mistral regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failures: loading physical-intelligence/fast vs Mistral tokenizer regex patching." + "reason": "Tokenizer load failure for a specific model is not the same as the Mistral regex backend_tokenizer crash." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower report about incorrect visual encoder keys." + "reason": "Same underlying regression family: Qwen3.5 save_pretrained writes incorrect checkpoints; 45357 is a narrower symptom about visual encoder keys." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are v5-related model-loading issues, but they involve different breakpoints and different error mechanisms." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Tied-lm_head loading bug is not the same as LoRA merge collapse with extended vocabulary." + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized arg are unrelated model-loading issues." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token method conflict is unrelated to a key error when loading MobileLLM-125M." + "reason": "Different tokenizer/model loading failures with different root causes." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "AddedToken special-argument conflict and a model-loading failure are not the same bug." + "reason": "Weight-tying/serialization bug and LoRA merge collapse are related only at a broad level, not the same concrete bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention float8-ish workflows, but the failures are different code paths and error types." + "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage registration." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window behavior." + "reason": "AddedToken special-argument conflict and tokenizer load failure for a specific model are different issues." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Torch version incompatibility is unrelated to loading-noise complaints." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are separate model-specific bugs." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to strict config handling for granite_speech." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility is unrelated to load-time noise in transformer loading." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." + "reason": "Base-model-prefix loading regression and non-persistent buffer junk are different failure modes." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "The titles show related Qwen VL/video-input and position-id themes, but not enough to say they are the same underlying bug." + "reason": "Both touch Qwen VL models, but one is a broad video-input regression and the other is a specific still-image RoPE scaling bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "Tokenizer method-name conflict and auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Missing TensorFlow in a torch install is not the same as a tensorboard-without-TF backend error." + "reason": "Both concern TensorFlow availability, but one is missing TF in the torch extra and the other is a backend-detection/install issue; not clearly the same bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper cannot run and missing Float8 storage are unrelated runtime/storage issues." + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity quality on one model is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Perplexity anomaly on a language model is unrelated to Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code model-loading regressions." + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading breakages are different issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge accept is too assertive for the packet: issue 44479 vs 45325 is only supported as a related Qwen VL visual-input/position-id area, not clearly the same underlying bug from the titles alone. The canonical/best-representative reasoning also overstates the shared rope-index root cause. The rest of the verdicts look conservative." + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45216 \u2194 issue:45357, is plausibly the same Qwen3.5 save_pretrained regression family and could reasonably be addressed by one fix. The summary also correctly avoids claiming a single global canonical issue for an otherwise mixed set." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3183,13 +3195,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:33666", "issue:40444", @@ -3241,245 +3253,245 @@ "issue:45923" ], "soft_pairs": [ - "issue:43421|issue:44568", + "issue:41553|issue:43582", "issue:44403|issue:44991", "issue:43632|issue:44534", - "issue:41553|issue:43582", - "issue:43818|issue:45357", + "issue:43421|issue:44568", "issue:33666|issue:40444", + "issue:43818|issue:45357", "issue:44079|issue:45663", - "issue:44462|issue:45812", "issue:43317|issue:43856", + "issue:44462|issue:45812", "issue:44829|issue:45479", "issue:43482|issue:45538", - "issue:40444|issue:45325", "issue:43381|issue:45923", + "issue:40444|issue:45325", "issue:44291|issue:44589", "issue:43482|issue:43525", "issue:43377|issue:45491", "issue:41720|issue:45081", "issue:43531|issue:44291", - "issue:42175|issue:43296", "issue:44265|issue:45072", - "issue:43994|issue:44898", + "issue:42175|issue:43296", "issue:43632|issue:45072", "issue:43611|issue:43646", + "issue:43994|issue:44898", "issue:43792|issue:43957", "issue:45325|issue:45834", "issue:44079|issue:44534", "issue:43454|issue:44466", - "issue:42915|issue:43482", "issue:40444|issue:45381", + "issue:42915|issue:43482", "issue:45325|issue:45381" ], - "prepared_review_unit_hash": "b1f82859e6bdbd2fb5160b7639b1e65873ffaa5efde2b4f1ae8673f85cc439fa", + "prepared_review_unit_hash": "f1b5b79560c5114989a2ffe90e72acae7dd28ac7ac98988461e83859c1a80b71", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36993, - "estimated_input_tokens": 9249, - "estimated_eval_tokens": 18754 + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated or only loosely related issues, with several distinct themes around Transformers v5 loading/init regressions, Qwen/Qwen2.5-VL multimodal bugs, and a few tokenizer/model-specific failures. I found no pair that is clearly the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the largest theme in the cluster: Transformers v5 model initialization/loading regressions. It is more central than the narrower neighbors like base_model_prefix, _is_hf_initialized, or init_empty_weights failures.", + "summary": "This cluster is mostly a set of unrelated transformer issues that only share broad vocabulary (e.g. v5 regressions, tokenizer loading, Qwen/VL, checkpointing). None of the soft pairs look like the same concrete bug or change, so I would not collapse any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single issue to anchor the cluster because it captures the broadest and most generic regression pattern present here, even though the cluster as a whole is not a true duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is add_special_tokens behavior for a specific tokenizer; different bugs/code paths." + "reason": "Bad AutoTokenizer error message for Voxtral and an Apple Silicon TypeError in caching_allocator_warmup are unrelated code paths." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is about noisy logging during transformer loading, the other about tokenizer loading regression/ignoring tokenizer files; not the same issue." + "reason": "Generic loading noise and a tokenizer-loading failure for EMBEDDIA/est-roberta are different symptoms and fixes." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 internals regressions, but one is _is_hf_initialized handling and the other is non-persistent buffer initialization; distinct failures." + "reason": "_is_hf_initialized init/load regression and non-persistent buffer junk are separate v5 breakages." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Completely different areas: bad AutoTokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Runtime special-token post-processor updates and add_special_tokens not adding BOS/EOS are both tokenizer-related but not the same bug." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Different model families and problems: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key regression." + "reason": "Multi-GPU Qwen2-VL training and IterableDataset multi-image finetuning failure are different Qwen-VL training issues." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen VL training, but one is generic multi-GPU training and the other is IterableDataset/multi-image prompt failure; not the same concrete bug." + "reason": "Video-LLaVA tower/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression affect different models and paths." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated runtime behaviors." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Tokenizer file selection vs Granite token ID regression; both are tokenizer-related but not the same underlying defect." + "reason": "device_map/offload load failure and Qwen3 MoE memory inefficiency are not the same issue." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Different symptoms and code paths: device_map/offload load failure vs memory inefficiency during Qwen3 MoE training." + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are both tokenizer regressions, but the concrete failure modes differ." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training bugs: flash_attention_3 degeneration vs num_labels=1 single-label classification zero-loss behavior." + "reason": "flash_attention_3 degenerate training and single-label num_labels=1 zero-loss behavior are different training bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length default are unrelated." + "reason": "Qwen2.5-GGUF loading failure under v5 and CLIPTokenizer model_max_length are unrelated." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is dataset/multi-image prompt handling and the other is still-image temporal position_id scaling; different bugs." + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are distinct checkpointing issues." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and missing supports_gradient_checkpointing flag are related only broadly, not the same bug." + "reason": "Multi-image iterable finetuning failure and Qwen2.5-VL still-image rope scaling are different Qwen-VL bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both stem from v5 loading changes, but one is an unexpected argument during init_empty_weights and the other is a storage-type lookup failure." + "reason": "Unexpected _is_hf_initialized in init_empty_weights and Float8 storage lookup failure are separate low-level loading problems." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model/config failures: Qwen2.5-GGUF load error vs Llama4Config missing pad_token_id." + "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are unrelated model/config regressions." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different model families and failure modes: MIMI padding-mask batching bug vs Gemma3 NaN embeddings with sliding-window attention." + "reason": "MIMI padding-mask inconsistency and Gemma3 mixed-length NaN embeddings are both batching-related but not the same underlying bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex patch AttributeError are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crashing in tokenizer loading are different failures." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "One is a Qwen3-MoE sliding_window bug; the other is init_empty_weights/_is_hf_initialized. Different code paths." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "Packaging/backend dependency issue vs PaddleOCR-VL load failure in vLLM; not the same underlying bug." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights _is_hf_initialized argument handling are not the same code path." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/exportability with torch_compilable_check is different from dtype mismatches in inference." + "reason": "torch.export compatibility via torch_compilable_check and bf16 dtype mismatches are unrelated." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Different vision-model issues: SigLIP2 nonsensical outputs vs Perceiver resize/interpolation failure." + "reason": "Missing tensorflow backend in pip extras and PaddleOCR-VL load failure in vLLM are unrelated packaging/model-loading issues." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression and dtype mismatch are unrelated." + "reason": "_is_hf_initialized flag regression and bf16 dtype mismatch do not share a concrete fix." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is base_model_prefix handling and the other is broader custom model initialization; not clearly the same defect." + "reason": "base_model_prefix loading breakage and custom model initialization breakage are both v5 regressions but distinct APIs/code paths." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical AutoModel/pipeline results and Perceiver non-default-resolution failure are different vision-model issues." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different loading/runtime issues affecting different model classes; no shared concrete bug." + "reason": "Whisper-large-v2 cannot run and meta-device loading breakage are separate loading/runtime problems." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are model-specific failures, but Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index error are different bugs." + "reason": "Qwen2.5-VL temporal position-id scaling and Kosmos2.5 OCR long-input index error are unrelated multimodal bugs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are separate low-level regressions." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different internal state bugs." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a weight-tying bug in AyaVision and the other is serialization inconsistency; not the same concrete issue." + "reason": "AyaVision lm_head tying failure and inconsistent lm_head serialization by device are related to weights, but they describe different breakpoints and fixes." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different models and failures: Qwen3Moe FP8 config vs Qwen2.5-GGUF v5 loading." + "reason": "Qwen2.5-VL multi-image IterableDataset failure and Qwen2.5-VL video vision_position_ids bug are both VL issues, but not the same concrete bug." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal bugs, but one is iterable-dataset/multi-image prompt handling and the other is video vision_position_ids; distinct bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated model/config regressions." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL positional encoding, but one is still-image temporal position_ids scaling and the other is video input vision_position_ids; too different to merge confidently." + "reason": "Both involve Qwen2.5-VL positions, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge." } ] }, @@ -3495,13 +3507,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:35707", "issue:39692", @@ -3553,14 +3565,14 @@ "issue:45923" ], "soft_pairs": [ - "issue:43749|issue:44079", "issue:43644|issue:44079", + "issue:43749|issue:44079", "issue:43296|issue:45800", "issue:44479|issue:45823", "issue:35707|issue:40444", - "issue:44291|issue:44877", "issue:44387|issue:44617", "issue:43606|issue:44265", + "issue:44291|issue:44877", "issue:43881|issue:44488", "issue:44568|issue:45920", "issue:43701|issue:45325", @@ -3573,235 +3585,232 @@ "issue:43317|issue:43873", "issue:39692|issue:40444", "issue:43454|issue:45072", - "issue:43572|issue:45759", "issue:43377|issue:44898", + "issue:43572|issue:45759", "issue:43257|issue:45923", "issue:40990|issue:45584", "issue:40990|issue:42947", - "issue:44466|issue:45357", - "issue:43454|issue:43720", "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:44466|issue:45357", "issue:43873|issue:45701", "issue:43296|issue:44877" ], - "prepared_review_unit_hash": "029178e96e6e24c63ef2d6f04193808d9efb4329d3f42b23f30cebf7b6105b56", + "prepared_review_unit_hash": "a742200600a88734be4ef332f689cfea555c79c5b4b48aa86691e3a8e231c6c4", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36931, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "serialized_chars": 36927, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with one plausible duplicate pocket around quantization/offloading load failures. Most other pairs share a subsystem theme but not the same concrete bug.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43873 is the broadest and most current offloading/quantization report, so it best serves as the umbrella issue for nearby loader/offload failures.", + "summary": "The set is heterogeneous: most items are unrelated bugs spanning model loading, tokenization, quantization/offload, multimodal processors, and training utilities. None of the soft-edge pairs look like the same concrete bug/change closely enough to merge, so all candidate duplicate links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items do not form a single coherent duplicate cluster, and the apparent overlaps are mostly broad subsystem similarities rather than the same underlying failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it is the clearest umbrella for the recurring offloading-under-quantization failures in this set.", + "best_issue_reason": "No best issue: none of the issues clearly subsumes the others or represents the shared root cause of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", + "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different bugs: FSDP CPU-efficient loading vs a ModelOutput key-assignment defect." + "reason": "Different bugs: non-persistent buffer serialization vs ModelOutput key assignment when a key was previously None." }, { - "left": "issue:43644", + "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization is unrelated to ModelOutput key handling." + "reason": "Different code paths: FSDP CPU RAM efficient loading vs ModelOutput key handling." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Separate failures: a specific vLLM/PaddleOCR-VL load issue vs torch-transformers version incompatibility." + "reason": "Unrelated failures: a specific model load issue vs a torch/Transformers version incompatibility." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are multimodal/device-related, but the concrete failures differ: video-input regression vs forward device mismatch." + "reason": "Different models and failure modes: Qwen video-input regression vs Gemma4 device mismatch under auto device mapping." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with embeds/past KV is unrelated to iterable-dataset multi-image finetuning." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "Init-empty-weights argument mismatch is a different loading bug from strict config rejection." + "reason": "Different problems: generation with inputs_embeds/past_key_values vs finetuning multi-image IterableDataset handling." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Different OOM causes and code paths: int4 quantization memory growth vs Sam3Video model memory usage." + "reason": "Both mention OOM, but the causes differ: int4 quantization reserved memory vs Sam3Video memory use." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to torch.export failures from torch_compilable_check." + "reason": "One is CPU offload device mismatch; the other is torch.export failure with torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different issues: unexpected _is_hf_initialized in init_empty_weights vs strict config blocking granite_speech loading." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two separate model-load failures with no clear shared code-path or root cause." + "reason": "Separate load failures for different models; no shared code-path bug is evident." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is model-specific add_special_tokens behavior and the other is a broader wrong-token-id regression." + "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion for a specific tokenizer and the other is a broader wrong-token-IDs regression across many models." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint-resume key mismatch is unrelated to Qwen2.5-VL rope/position id handling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/temporal position scaling." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device-mismatch on CPU offload is not the same as DAC.from_latents diverging from forward due to missing STE." + "reason": "Different failures: offload device mismatch vs DAC from_latents not matching forward due to missing STE." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to export/check failures in vision models." + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export incompatibility." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map=auto, but the failing models and symptoms differ; not the same underlying bug." + "reason": "Both involve device placement, but they are different models and distinct mismatch/assertion failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/garbage generation is unrelated to torch.compile SDPA failure." + "reason": "Tied lm_head weight loading/garbage generation is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT checkpoint loading." + "reason": "Audio chat-template sample-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to the OmDet-Turbo processor/model resolution mismatch." + "reason": "Different bugs: MIMI padding-mask batch consistency vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43317", "right": "issue:43873", - "accept": true, - "reason": "These describe the same offloading+quantization loading path: a concrete device_map/offload failure and the broader quantization/offloading regression." + "accept": false, + "reason": "Related only at a high level; one is dequantized-model loading with gpu+cpu offload, the other is general offloading/quantization behavior." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc/example issues are unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "A documentation example mismatch/quantization issue is unrelated to multi-image finetuning failure." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying/garbage text generation is not the same bug as bfloat16 dtype mismatch in CI." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_idx and failing to unwrap text_config are separate config/model-construction issues." + "reason": "Different subsystems: tied-weight serialization vs bf16 dtype mismatches in different models." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different image-processing problems: padding-mask behavior vs interpolation on non-default resolution." + "reason": "Different model behaviors: MIMI padding-mask bug vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion/loading with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation are unrelated symptoms." + "reason": "Perplexity regression on gpt-oss is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity is not the same as gradient checkpointing being ineffective under LoRA." + "reason": "Different training/inference problems: perplexity regression vs gradient-checkpointing ineffective with PEFT LoRA." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Serialization of tied lm_head weights is a different bug from incorrect visual encoder key saving." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys on MolmoForCausalLM." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight-tying failure is unrelated to packed-weight unpacking during accelerate loading." + "reason": "Tied-weight serialization/generation bug is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." + "reason": "Both touch serialization, but one is lm_head.weight device-dependent behavior and the other is incorrect visual-encoder keys for Qwen3.5." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Both touch loading/offloading broadly, but tokenization changes are a different subsystem and bug class." + "reason": "General offloading/quantization issues are not the same as a tokenizer-behavior change regression." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "A vLLM/PaddleOCR-VL load failure is unrelated to strict config blocking granite_speech config loading." + "reason": "Different bugs: PaddleOCR-VL load failure vs strict config blocking granite_speech config loading." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted pair (issue:43317 \u2194 issue:43873) is a plausible duplicate pocket around quantization/offloading load failures, and the other soft-edge rejections are appropriately cautious and well-justified from the issue titles/descriptions." - }, - "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 }, @@ -3810,13 +3819,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:34634", "issue:35707", @@ -3876,40 +3885,40 @@ "issue:34634|issue:35707", "issue:35707|issue:41720", "issue:43577|issue:43708", - "issue:45632|issue:45684", "issue:44186|issue:45072", + "issue:45632|issue:45684", "issue:44877|issue:44991", "issue:44423|issue:45406", "issue:43550|issue:43720", "issue:36331|issue:42915", "issue:43450|issue:45701", - "issue:43749|issue:44534", "issue:36331|issue:42617", - "issue:44610|issue:44898", + "issue:43749|issue:44534", "issue:43873|issue:44756", + "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:43322|issue:46050", + "issue:43550|issue:43606", "issue:44387|issue:45704", "issue:44479|issue:44918", - "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:41720|issue:43322", "issue:43295|issue:45701", "issue:40990|issue:45701", "issue:41720|issue:45161", - "issue:45081|issue:45812", "issue:41720|issue:42617", "issue:43526|issue:43881", + "issue:45081|issue:45812", "issue:43531|issue:43572" ], - "prepared_review_unit_hash": "20d96aded8a285ef18a9f35db27602d1c759852f5ae0587c245aac1abfd796af", + "prepared_review_unit_hash": "5e027464117ba61dd7b64f20a359f8830b6807c2faf0cb756ac81defc18072ca", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, @@ -3924,210 +3933,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated Transformers issues spanning tokenization, multimodal processors, quantization/offload, trainer behavior, and model-specific loading/runtime bugs. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is largely heterogeneous: the soft pairs mostly share broad Transformers themes (loading, quantization, processors, generation) but do not look like the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41720 is the most central hub in the soft-similarity graph and is a concrete, well-scoped runtime failure report; if one issue must anchor this cluster, it is the best representative. That said, the cluster does not appear to be a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 41720 is the clearest single representative of the cluster's strongest overlap area (Qwen/device-map/runtime failures) and has multiple soft connections, even though none are true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different failures: glm-4v loading crash vs tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Both are model/tokenizer loading failures, but they affect different models and failure modes; not the same underlying bug." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different code paths: Qwen3 auto device-map CUDA assert vs Qwen3.5 flash-attention generation bug." + "reason": "Both mention Qwen3/Qwen3.5 and generation, but one is a device-map CUDA assert and the other is a flash-attention generation regression." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different models and symptoms: Gemma3n forward variable collision vs Gemma4 PLE device mismatch." + "reason": "Different models and different defects: a Gemma3n variable collision in forward vs a Gemma4 PLE device mismatch." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "One is tied lm_head in Mistral3ForConditionalGeneration; the other is Qwen3.5 save_pretrained visual-key regression." + "reason": "One is a weight-tying bug in Mistral3; the other is a save_pretrained regression in Qwen3.5 visual encoder keys." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated failures: 3d_parallel.py execution issue vs Qwen3Moe FineGrainedFP8Config loading failure." + "reason": "Unrelated failures: a 3d_parallel.py run issue vs a Qwen3Moe FineGrainedFP8Config problem." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Bark voice_preset support and progressive generation with inputs_embeds/past_key_values are different code paths and bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different problem domains: generation-cache behavior vs Qwen3 device-mapping CUDA assert." + "reason": "Both involve generation, but the concrete failure mechanisms and affected paths are unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype staying float32 is unrelated to Trainer resume/max_steps calculation." + "reason": "One is a dtype-loading bug in BLIP2; the other is a Trainer checkpoint/resume max_steps calculation issue." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Cache-path collision and read-only permission propagation are separate save_pretrained issues." + "reason": "Tokenizer crashes on batching/NER are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Tokenizer padding/truncation crash is not the same as dtype mismatch in inference wrappers." + "reason": "Cache-path collisions for local models and read-only permissions propagation in save_pretrained are different issues." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict granite_speech config loading and est-roberta tokenizer loading are different regressions." + "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for est-roberta." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash differs from Gemma4Processor missing _tokenizer." + "reason": "Different crashes in different multimodal-serving paths: continuous batching with multimodal inputs vs missing _tokenizer on Gemma4Processor." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "SDPA/torch.compile bug in Bamba is unrelated to packed-weight unpacking during accelerate loading." + "reason": "A torch.compile/SDPA bug in Bamba is not the same as accelerate loading failing to unpack BitNet packed weights." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "A custom compute_loss signature break and a Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bug is unrelated to a broad tokenizer-version regression." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is not the same as non-persistent buffers being filled with junk." + "reason": "Video processor batch-shape regression and version-dependent tokenization changes are different bugs." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer kwarg compatibility bug and 3d_parallel.py failure are different issues." + "reason": "Trainer API incompatibility and 3d_parallel execution failure do not describe the same defect." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different image-processing bugs: OmDet-Turbo size mismatch vs Perceiver non-default-resolution failure." + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different v5 regressions." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantized offloading behavior and Strix Halo mmap OOM are separate memory/loading problems." + "reason": "Quantization/offload behavior and disabling mmap on Strix Halo to avoid OOM are not the same underlying problem." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-preprocessing related, but one is a 640px-vs-224px processor mismatch and the other is non-default-resolution Perceiver failure." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer crash is unrelated to OmDet-Turbo processor output-size mismatch." + "reason": "LayoutLMv2 tokenizer NER/batching crashes and OmDet-Turbo image-size mismatch are unrelated processor bugs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load quantization break are different bugs." + "reason": "A Llava Next loading segfault is not the same as broken save/load behavior for sinq-quantized models." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve loading/dispatching models, but one is a compile/SDPA failure and the other is a CPU-offload device mismatch for Bark." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to apex FusedRMSNorm memory leak in T5." + "reason": "Int4 CUDA reserved-memory/OOM regression and T5 apex RMSNorm memory leak are different memory issues with different causes." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression across Qwen variants is not the same as TRL embedding unpacking failure." - }, - { - "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Bamba SDPA/compile failure is unrelated to bark-small CPU offload device mismatch." + "reason": "A video-input regression and an embedding-unpacking issue in TRL SFT are different multimodal/training bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and dequantized model GPU+CPU offload failure are distinct." + "reason": "Qwen3Moe FP8 loading failure and dequantized-model device_map offload failure are distinct quantization/loading problems." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 CUDA assert and Llava Next segfault affect different models and code paths." + "reason": "Both are runtime loading/execution failures, but they affect different model families and failure mechanisms." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "processor.tokenizer regression is not the same bug as a general tokenization-version change." + "reason": "Processor.tokenizer regression and generic tokenization changes from version upgrades are not the same concrete bug." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to tokenizer-version changes." + "reason": "High perplexity on gpt-oss and version-dependent tokenization changes may be related at a high level, but not the same failure report." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 device-map assert and GPT-OSS tensor-parallel issue are different failures." - }, - { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Mistral regex patch crash is unrelated to Granite token ID regression in AutoTokenizer." + "reason": "Both are Qwen-related, but one is a specific CUDA assert under auto device mapping and the other is a broader TP-only MoE issue." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 CUDA assert and 3d_parallel.py runtime problem are unrelated." + "reason": "Qwen3 auto device mapping failure and 3d_parallel.py execution failure are different code paths." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v loading failure." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "A tokenizer regex patch crash and Granite token-id regression are both tokenizer-related but clearly different bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and StableLmConfig pad_token_idx regression are different issues." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model issues." } ] }, @@ -4143,13 +4152,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:29159", "issue:30064", @@ -4201,19 +4210,19 @@ "issue:45812" ], "soft_pairs": [ - "issue:43316|issue:44913", "issue:36010|issue:42617", - "issue:43540|issue:43782", + "issue:43316|issue:44913", "issue:44671|issue:44743", + "issue:43540|issue:43782", "issue:43421|issue:45812", "issue:44186|issue:44361", "issue:29159|issue:36032", "issue:45406|issue:45464", - "issue:30064|issue:34634", "issue:44492|issue:44509", + "issue:30064|issue:34634", "issue:43606|issue:43720", - "issue:43421|issue:45701", "issue:43550|issue:43653", + "issue:43421|issue:45701", "issue:42915|issue:43322", "issue:43388|issue:45059", "issue:43606|issue:43653", @@ -4228,20 +4237,20 @@ "issue:44898|issue:45072", "issue:43873|issue:45704" ], - "prepared_review_unit_hash": "49f409b7e7626dc95e73c518343c0809ddff9bb66ee8d342d855ea62e389313c", + "prepared_review_unit_hash": "2284aef81167a38f924ca7d8b54132ec566120e37b25940764f40e6f1e742beb", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35630, + "serialized_chars": 35631, "estimated_input_tokens": 8908, "estimated_eval_tokens": 18072 }, @@ -4250,174 +4259,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports across unrelated subsystems. The only clear duplicate is the pair of Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False (issues 44514 and 44545).", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44514 is the earliest and more detailed report for the only true duplicate pair in the set, so it is the cleanest canonical issue target.", + "summary": "This cluster is very heterogeneous: most pairs are unrelated issue reports across different models, configs, and subsystems. Only one candidate pair looks like a clear duplicate; the rest are too semantically distant to merge.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 29159 is the broadest, most generic report in the set and the closest thing to an umbrella tokenizer bug, so it is the least specific and most plausible anchor if one must pick a canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best consolidation target overall because it reports the same bug, has inbound references, and likely captures later discussion around the duplicate.", + "best_issue_reason": "Issue 29159 is the best overall issue candidate because it is high-level, not model-specific, and reads like a reusable canonical report compared with the many narrowly scoped edge-case bugs here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload behavior; different bugs." - }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated failure modes." + "reason": "ImportError for GenerationMixin and a 3d_parallel runtime failure are different code paths and different failure modes." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Different Qwen multimodal loading/runtime errors with different triggers and code paths." + "reason": "Both are config/API mismatches, but they concern different config fields, models, and reload behavior." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state caching are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and a weight_only from_pretrained error in Qwen3VL are distinct issues." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both touch tokenizer behavior, but one is runtime post-processor updates and the other is wrong Granite token IDs; not the same bug." + "reason": "Runtime special-token/post-processor updates and wrong Granite token IDs are both tokenizer bugs, but not the same underlying defect." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes and different crash conditions." + "reason": "Different tokenizers, different task paths, and different exceptions; too little evidence of a shared root cause." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Inconsistent slow/fast tokenizer behavior is broader and separate from the T5 add_special_tokens load conflict." + "reason": "Generic slow/fast tokenizer inconsistency does not match the T5 add_special_tokens load conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure are different code paths." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failures are unrelated." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." + "reason": "A typo in cache-strategy docs is unrelated to outdated pipeline-task documentation." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "A typo in cache strategies docs and removed pipeline task documentation are both docs issues but not the same change." + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset behavior are different components and bugs." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but they are distinct model-specific bugs with different symptoms and causes." + "reason": "Both involve loading/offload behavior, but one is a CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Runtime special-token post-processing update and version-dependent tokenization changes are different problems." + "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Special-token post-processing at runtime and version-dependent tokenization changes are not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are separate issues." + "reason": "FineGrainedFP8Config failure in Qwen3MoE and Llava Next segmentation faults are different model/runtime problems." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bounding-box behavior do not share the same bug." + "reason": "A metrics-gathering last-batch label bug and a SAM3 text/bbox behavior issue are unrelated." }, { "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 and missing mask-token registration do not share a code path." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and composite config unwrapping are different code paths." + "reason": "Sliding-window behavior in Qwen3-MoE and from_config text_config unwrapping for multimodal Qwen configs are separate configuration bugs." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same title and same batched apply_chat_template crash with padding=False; clearly the same underlying bug." + "reason": "Same title and same batched apply_chat_template crash with padding=False; these look like duplicates of the same issue." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter update and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "One is tokenizer backend runtime special-token syncing; the other is DiaConfig custom token IDs persisting incorrectly." + "reason": "Runtime special-token updates and DiaConfig save/load token ID loss are different tokenizer/config persistence problems." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings and an incorrect save_pretrained key regression are different issues." + "reason": "A tie_word_embeddings warning and incorrect visual encoder keys on save_pretrained are not the same bug." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different code paths." + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure causes." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local path trailing-slash import warning and undefined variables in multimodal token counting are unrelated." + "reason": "A local-path import warning is unrelated to undefined variables in multimodal token counting." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are distinct bugs." + "reason": "CUDA assert during auto device mapping and PEFT local-checkpoint loading failure are not the same underlying problem." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and bf16 dtype mismatch in different model wrappers are not the same issue." + "reason": "Perceiver resolution handling and bf16 dtype mismatches are distinct inference bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are unrelated." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is well supported by the identical titles and matching crash description, and the rest are plausibly rejected as different bugs or code paths. The cluster-level summary is appropriately cautious." + "feedback": "The summary is grounded in the packet: the listed issues span many different models/subsystems, and the lone clear duplicate pair is appropriately identified. The canonical issue choice is also defensible because 29159 is the broadest tokenizer report in the set. The soft-edge verdicts are generally conservative and do not overclaim shared root causes." }, "evaluator_used": true, "retried": false, @@ -4430,13 +4439,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:30064", "issue:33666", @@ -4450,16 +4459,15 @@ "issue:43421", "issue:43525", "issue:43531", - "issue:43540", "issue:43596", "issue:43653", "issue:43720", + "issue:43746", "issue:43782", "issue:43819", "issue:43844", "issue:43873", "issue:43994", - "issue:44008", "issue:44062", "issue:44186", "issue:44220", @@ -4484,7 +4492,8 @@ "issue:45759", "issue:45859", "issue:45907", - "issue:45923" + "issue:45923", + "issue:46050" ], "soft_pairs": [ "issue:44987|issue:45042", @@ -4495,233 +4504,230 @@ "issue:39692|issue:44610", "issue:45704|issue:45923", "issue:45588|issue:45759", - "issue:42886|issue:44843", "issue:44918|issue:44936", "issue:45663|issue:45923", + "issue:42886|issue:44843", "issue:43421|issue:43653", "issue:43381|issue:43844", "issue:43421|issue:44186", "issue:43525|issue:43531", - "issue:34634|issue:41720", "issue:45704|issue:45859", + "issue:34634|issue:41720", "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:39692|issue:43873", - "issue:45356|issue:45907", "issue:44625|issue:45479", - "issue:43994|issue:44671", + "issue:45356|issue:45907", "issue:43596|issue:44220", + "issue:43994|issue:44671", "issue:44220|issue:44661", "issue:43720|issue:43819", "issue:30064|issue:36010", - "issue:43540|issue:44008" + "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "14cf25bb103c05fc31cfc5652c9212251a7e8e5b5ec1e6f5ad48e2c4d11a5d15", + "prepared_review_unit_hash": "74439e37c1c9068a975ac7a669a839c870cd52c1d6b0b5af65cf18cce775f539", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35755, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and does not form one duplicate group. The only clear duplicate pair is the offline tokenizer regression: 42886 and 44843 both point to the same HF_HUB_OFFLINE / tokenizer-loading failure, with 44843 exposing the likely root cause.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44843 is the best anchor for the only genuine subcluster because it identifies the specific `_patch_mistral_regex` / unconditional `model_info()` offline regression, while 42886 is the broader symptom report.", + "summary": "The cluster is very heterogeneous: mostly unrelated bugs across tokenizers, multimodal models, training, loading, and docs. None of the proposed soft edges look like the same underlying bug/change with enough specificity to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the items are not duplicates of one another; they cover many distinct code paths and model families.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the most actionable and specific statement of the underlying bug, so it is the best representative issue among the items.", + "best_issue_reason": "No issue is a clear cluster representative for duplicate triage; the closest-theme items are still about different bugs, so picking one would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and failure modes: model loading for a specific repo vs PIL image processor dependency handling." + "reason": "Different problems: model loading failure vs. PIL image processor requiring torchvision." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "One is a Qwen3-MoE sliding-window bug; the other is a storage/type import error. No shared code-path." + "reason": "Unrelated failures in Qwen3-MoE sliding window logic vs. float8 storage lookup." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Different training/generation paths and different symptoms; no shared root cause." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping in `from_config` is unrelated to CPU offload incompatibility in Qwen3_5Moe rotary embedding." + "reason": "Both involve Qwen3.5, but one is config unwrapping and the other is CPU-offload rotary embedding behavior." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Generic tokenizer `AddedToken` argument collision is not the same concrete bug as failing to load one specific model repo." + "reason": "Both are tokenizer-related, but one is AddedToken argument handling and the other is loading a specific model." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor size mismatch are different model/processor issues." + "reason": "Both mention processor/model mismatch, but they concern different models and distinct errors." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag on a trust-remote-code model." + "reason": "T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Qwen composite-config unwrapping failure are different code paths." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Both describe the same offline tokenizer-loading regression; 44843 names the likely root cause in `_patch_mistral_regex`, and 42886 is the user-facing cache-load failure." + "reason": "Different code paths: flash-attention auxiliary state vs. composite config unwrapping." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT unpacking failure is unrelated to trainer.evaluate() breaking after train()." + "reason": "Both touch training, but one is embedding unpacking with TRL and the other is eval failing after train." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 `shared_kv_states` bug is unrelated to the gradient-checkpointing flag issue." + "reason": "FSDP2 shared state bug is unrelated to a model class flag missing on trust_remote_code." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but the specific failure modes and likely root causes differ." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor update behavior is not the same as BigBirdTokenizer mask-token registration causing empty decode output." + "reason": "Runtime special-token post-processor updates are not the same bug as BigBirdTokenizer mask token registration." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to exploding gradients under ZeRO-3." + "reason": "Eval-mode checkpointing restriction is unrelated to gradient explosion with ZeRO-3." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "TokenizersBackend runtime special-token updates and LayoutLMv2 NER/padding crashes are different bugs." + "reason": "Different tokenizer defects: post-processor synchronization vs. NER/padding crash." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing `pad_token_id` on Llama4Config is unrelated to Qwen3-MoE sliding-window behavior." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "BarkProcessor voice preset handling and Qwen3 auto device-mapping CUDA asserts are unrelated." + "reason": "Different model internals and failure modes; no shared code-path bug." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "T5 apex RMSNorm leak and Qwen3_5Moe CPU offload incompatibility are different problems." + "reason": "Different model families and different execution contexts." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL video vision-position-id bug are different failure modes." + "reason": "Both are Qwen VL issues, but one is weight_only loading and the other is video vision_position_ids." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regex handling, but one is a hard crash in `_patch_mistral_regex` while the other is a codec-handling regression with a misleading warning; not clearly the same bug." + "reason": "Both reference tokenizer regex/regression areas, but one crashes on backend_tokenizer access while the other reports codec handling and a warning issue." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer codec/regression issues are unrelated to `list_repo_files` failing to forward `revision`." + "reason": "SigLIP2 doc/example errors are unrelated to quantization/offloading behavior." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Config propagation for Qwen3.5 is unrelated to the broader single-label-classification zero-loss issue." + "reason": "One is num_labels propagation in Qwen3.5 multimodal config; the other is a classification-loss degeneracy across models." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + "reason": "Tokenizer regression and hub list_repo_files revision forwarding are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3 initialization failure is unrelated to `_torch_extract_fbank_features()`." + "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different incorrect-output causes; not the same defect." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug is unrelated to `add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES`." + "reason": "Audio feature extraction crash is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading under accelerate and DAC STE mismatch are different model implementation bugs." + "reason": "Different BitNet packing/loading bug vs. DAC latent reconstruction mismatch." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation map processing failure is unrelated to a `GenerationMixin` import error." + "reason": "Image segmentation-map processing and GenerationMixin import error are unrelated." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Gemma 3n variable-name collision are different code paths." + "reason": "Both are from_pretrained/save_pretrained issues, but they involve different models and distinct loading mechanisms." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: most pairings are clearly about different models/subsystems, and the lone accepted pair (42886/44843) is well supported by the titles as the same offline tokenizer-loading regression. The soft-edge rejections are appropriately conservative given the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4730,18 +4736,19 @@ "component_index": 1, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:30064", "issue:36331", "issue:42915", "issue:43295", + "issue:43322", "issue:43335", "issue:43388", "issue:43421", @@ -4768,7 +4775,6 @@ "issue:44186", "issue:44448", "issue:44488", - "issue:44561", "issue:44625", "issue:44671", "issue:44811", @@ -4776,236 +4782,229 @@ "issue:44877", "issue:44898", "issue:44977", - "issue:45020", "issue:45072", "issue:45081", "issue:45183", "issue:45381", "issue:45479", + "issue:45685", "issue:45834", "issue:45987", - "issue:46032", - "issue:46050" + "issue:46032" ], "soft_pairs": [ - "issue:43746|issue:46050", - "issue:43618|issue:43697", + "issue:43540|issue:44008", "issue:43653|issue:43720", - "issue:45183|issue:45479", + "issue:43618|issue:43697", "issue:44077|issue:44625", + "issue:45183|issue:45479", "issue:43388|issue:46032", "issue:42915|issue:43746", "issue:43335|issue:43756", - "issue:43716|issue:44008", "issue:43550|issue:45072", - "issue:43295|issue:45834", + "issue:43716|issue:44008", "issue:43550|issue:43819", + "issue:43295|issue:45834", "issue:43746|issue:43873", "issue:43950|issue:45987", "issue:44186|issue:44898", - "issue:44062|issue:44488", "issue:43653|issue:43819", + "issue:44062|issue:44488", "issue:44843|issue:45081", "issue:43531|issue:43643", "issue:43540|issue:45381", - "issue:43782|issue:44977", - "issue:43577|issue:43818", "issue:43643|issue:44877", + "issue:43577|issue:43818", "issue:44448|issue:44671", "issue:43421|issue:44811", + "issue:43782|issue:44977", "issue:30064|issue:36331", - "issue:44561|issue:45020" + "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "70e81c54da60f475ac6f93655de60825eeafe261d6c2ccb5c05852d275b7c7da", + "prepared_review_unit_hash": "405be359e593cfa28ed3fea57e355ac47457957849c9b79e8bfc4d827264074b", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36283, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 35700, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: tokenizer/config/model-regression reports across many unrelated code paths. None of the soft pairs look like true duplicates; the broadest umbrella item is the remote_code regression report, but it only serves as a weak cluster representative.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45020 is the broadest umbrella among the issues, covering recent remote_code-related regressions, while the others are narrower model- or tokenizer-specific bugs.", + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad keywords or subsystem names, but they describe different models, APIs, and failure modes. None of the pairs look like the same underlying bug/change, so there is no true duplicate canonical here.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best available placeholder for the cluster because it is the most general and reusable report, though it is not a true duplicate of the rest.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Different bugs: local checkpoint loading with PEFT adapters vs quantized model save/load corruption after sinq." - }, - { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Unrelated failures: missing CLIPOutput attentions vs RTDetrV2 output differences in v5." + "reason": "Different multimodal model paths and different failures: video input processing vs an AttributeError in Gemma 3n forward." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Different tokenizer/loader paths: BigBirdTokenizer mask token registration vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; unrelated code paths." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different validation/modeling issues: input_ids vs inputs_embeds error handling vs degenerate zero loss for single-label classification." + "reason": "CLIP output field regression is not the same as RTDetrV2 producing different outputs in v5." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different model/config problems: optional post_init restriction vs num_labels propagation in Qwen3.5." + "reason": "Constructor/post-init validation issue vs Qwen3.5 config propagation bug; different fixes." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation errors across models vs degenerate zero-loss classification behavior; not the same bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different code paths: gather_for_metrics label truncation vs Mamba2Mixer use_cache producing wrong results." + "reason": "Distributed metric gathering last-batch truncation vs Mamba2 cache incorrect results; different subsystems." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Different subsystems: Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech local checkpoint loading with PEFT adapters." + "reason": "FineGrainedFP8 quantization failure vs PEFT/local checkpoint loading failure; no shared underlying defect." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different model bugs: sparse layer creation in SwitchTransformers vs Smollm3 RoPE layer dropping." + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer omission; distinct architectural issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA problem in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different failure modes: image preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." + "reason": "Image preprocessor/model dtype mismatch vs Gemma 3n variable collision; different failure modes." }, { "left": "issue:43550", - "right": "issue:45072", + "right": "issue:43819", "accept": false, - "reason": "Different models and causes: Bamba torch.compile+SDPA failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Bamba compile+SDPA bug and DAC latents/STE mismatch are unrelated model/runtime problems." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different regressions: processor.tokenizer/image handling breakage vs Kosmos2.5 long-OCR index error." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Different concrete bugs: SDPA/torch.compile issue in Bamba vs DAC.from_latents mismatch from missing STE." + "reason": "from_pretrained buffer corruption vs Kosmos2.5 long-OCR index error; different root causes." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different loading/runtime issues: PEFT checkpoint loading vs offloading with quantization." + "reason": "Local PEFT checkpoint loading vs offloading with quantization; only broadly related to loading." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Different API regressions: non-persistent buffer corruption on from_pretrained vs StaticCache.get_seq_length return type bug." + "reason": "Non-persistent buffer corruption on load vs StaticCache sequence-length return type bug." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different model/tokenizer paths: LayoutLMv2Tokenizer NER padding crash vs Perceiver image-classification resize/interpolation failure." + "reason": "Tokenizer NER/padding crash vs Perceiver positional interpolation on non-default resolution." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Different tokenizer bugs: AddedToken special-flag conflict vs failure to load a specific model." + "reason": "BigBird tokenizer special-token registration and DAC latent conversion are unrelated." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different bugs in different components: special-token registration vs DAC forward/from_latents mismatch." + "reason": "Duplicate AddedToken keyword error vs model-loading failure for cjvt/sleng-bert; different defects." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same general area but different bugs: offline model_info call in _patch_mistral_regex vs backend_tokenizer attribute error in the same helper." + "reason": "Both touch `_patch_mistral_regex`, but one is offline hub access and the other is a backend_tokenizer AttributeError." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig missing fields." + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code field loss." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Both are vision/video-related, but the bugs differ: Qwen3OmniMoe video input ValueError vs Qwen2.5-VL vision_position_ids mismatch." + "reason": "Missing fields with trust_remote_code and strict-config rejection of granite_speech are different config-loading failures." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Different Qwen3-family failures: weight_only loading error vs flash-attention generation regression." + "reason": "Blip2 dtype preservation bug vs Video-LLaVA temporal-attention/weight-sharing issue." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: Blip2 dtype persistence vs Video-LLaVA missing temporal attention/shared weights." + "reason": "Both are v5 output regressions, but for different models and different behaviors." }, { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both are config-loading regressions, but one is missing fields with trust_remote_code and the other is strict config rejecting granite_speech." - }, - { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and outputs: Pegasus generation vs CamemBERT masked LM." + "reason": "Runtime special-token post-processor update bug vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Different tokenizer/processor bugs: runtime post-processor not updating vs Whisper batch_decode skipping special tokens." + "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue; different stages and code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Completely different failures: void segmentation map processing vs CustomTrainer.compute_loss signature mismatch." + "reason": "Image processor void-segmentation handling is unrelated to CustomTrainer compute_loss signature mismatch." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Related only at a high level: specific is_torch_fx_available breakage vs broad remote_code regressions; not the same underlying bug." + "reason": "Llava Next load segfault vs MPS int histogram unsupported; completely different failures." } ] }, @@ -5021,13 +5020,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:28218", "issue:29159", @@ -5036,7 +5035,6 @@ "issue:39692", "issue:42175", "issue:43262", - "issue:43322", "issue:43404", "issue:43452", "issue:43526", @@ -5060,6 +5058,7 @@ "issue:44479", "issue:44485", "issue:44509", + "issue:44561", "issue:44610", "issue:44671", "issue:44805", @@ -5068,242 +5067,254 @@ "issue:44912", "issue:44936", "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45084", "issue:45406", "issue:45538", "issue:45584", - "issue:45685", "issue:45701", "issue:45834" ], "soft_pairs": [ - "issue:44485|issue:44509", "issue:44821|issue:45084", - "issue:43322|issue:45685", + "issue:44485|issue:44509", + "issue:44561|issue:45020", "issue:39692|issue:45834", "issue:43825|issue:43994", "issue:45584|issue:45834", "issue:44479|issue:45834", "issue:43606|issue:45072", - "issue:43825|issue:43827", "issue:44186|issue:44442", - "issue:34634|issue:36010", - "issue:43577|issue:43582", + "issue:43825|issue:43827", "issue:44805|issue:44936", + "issue:43577|issue:43582", + "issue:34634|issue:36010", "issue:28218|issue:29159", "issue:43452|issue:44991", "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:42175|issue:45081", - "issue:45081|issue:45406", "issue:43404|issue:43782", + "issue:45081|issue:45406", "issue:43582|issue:44857", "issue:43650|issue:43906", "issue:44671|issue:45701", - "issue:44060|issue:44368", "issue:43262|issue:43819", + "issue:44060|issue:44368", "issue:43526|issue:43697", - "issue:45084|issue:45538", - "issue:43653|issue:44912" + "issue:43653|issue:44912", + "issue:45084|issue:45538" ], - "prepared_review_unit_hash": "77e8243a05a682560bcabea717c3c76527a9b400887e57836fa3a6e8a92a3ead", + "prepared_review_unit_hash": "0fb041bdc6a5c7ed04a09241d3389621371b1bf2da57ca52eb3b0d410a2dece0", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36253, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edges should be accepted; the candidate pairs describe different bugs, regressions, or doc issues rather than the same underlying change. There is no real duplicate cluster in this set.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43825 is the clearest standalone bug report in the set, but there is no true duplicate cluster to canonicalize around it.", + "summary": "This cluster is over-broad: it mixes unrelated tokenizer, vision, audio, model-loading, quantization, and docs issues. The soft pairs are semantic neighbors in theme only, not true duplicates, so no merges are warranted.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43825 is the best overall issue candidate here: it is specific, user-facing, and actionable, with a narrowly defined regression.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different topics: GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks." + "reason": "Different bugs: URL loading for AutoImageProcessor vs a Jinja/template compilation failure." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Unrelated failures: AutoImageProcessor URL loading vs a template compilation TypeError." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Different models and code paths: Llava Next load-time segfault vs an MPS histogram/int error." + "reason": "One is a specific v5 API removal breakage; the other is a broad umbrella report about remote_code regressions." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc-example errors and Kosmos2.5 OCR index errors are separate issues." + "reason": "SigLIP2 doc-example errors are not the same as Kosmos2.5 long-OCR index errors." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a pipeline error-message regression; the other is nonsensical SigLIP2 outputs. Not the same bug." + "reason": "Pipeline error-message wording and SigLIP2 model/pipeline misbehavior are different underlying issues." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 long-input index errors are different code paths." + "reason": "Whisper empty-transcription handling after special-token alignment is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to Kosmos2.5 OCR handling." + "reason": "A Qwen video-input regression and a Kosmos2.5 OCR length/index bug are different code paths." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are runtime mismatches, but for different models and causes: CPU offload vs bfloat16 dtype handling." + "reason": "Bark CPU-offload device mismatch is not the same as dtype mismatch issues in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Related to v5 pipeline removals, but one is an error-message fix and the other is documentation cleanup." + "reason": "LayoutLMv2 NER/padding crashes and FastSpeech2 tokenizer loading failures are unrelated." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer tokenizer loading failure are separate tokenizer bugs." + "reason": "Related to the same v5 pipeline-removal theme, but one is a runtime error message and the other is docs drift." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "BarkProcessor voice_preset bug vs GenerationMixin import error are unrelated." + "reason": "A tensor mask shape IndexError is not the same problem as trainer.evaluate() failing after train()." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError do not share the same underlying defect." + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup are separate failures." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Index/mask shape mismatch in one case vs trainer.evaluate() failure after training in another." + "reason": "BarkProcessor voice_preset behavior is unrelated to the GenerationMixin import error." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both mention tokenizer behavior, but the second is too broad to \u092a\u0941\u0937\u094d\u091f\u093fably be the same added-token spacing bug." + "reason": "Tokenizer extra-space behavior and slow-vs-fast inconsistency are related only at a high level, not the same concrete bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but for different mechanisms and models: gguf_file handling vs a tokenizer load failure on est-roberta." + "reason": "gguf_file loading breakage and EMBEDDIA/est-roberta tokenizer loading failure are different model-loading problems." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and bfloat16 dtype mismatch are different regressions." + "reason": "OmDet-Turbo input-size mismatch is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to the reported dtype mismatches." + "reason": "Packed-weight unpacking in BitNet is a different bug from dtype mismatch inference failures." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "TensorFlow backend packaging and Mistral tokenizer regex patching are unrelated." + "reason": "Package extra/dependency installation is unrelated to the Mistral regex patch crash." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "Tokenizer backend access crash and Gemma4Processor missing _tokenizer are different failures." + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading errors affect different model families and code paths." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Different models and symptoms: tied lm_head weights vs a Qwen3VL weight_only loading error." + "reason": "Tokenizer regex patching failure is unrelated to Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are different platform-specific issues." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder text 'ADD THE DATA' is not a duplicate of an isolated reproduction report." + "reason": "The first item is not a technical bug report, while the second is an isolated reproduction of another issue." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and a general tokenization-version complaint are not the same issue." + "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are not the same bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Both involve warnings about tied embeddings, but they target different models and warning semantics." + "reason": "Audio chat-template sampling-rate defaults and DAC latent reconstruction mismatch are unrelated." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and DAC.from_latents mismatch are unrelated." + "reason": "Both mention tied-weight warnings, but they concern different Qwen model variants and different warning causes." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output changes are different problems." + "reason": "BEiT reduce_labels truncation and RTDetrV2 output changes are separate model/processor bugs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error and CLIPTokenizer model_max_length issue are unrelated." + "reason": "Template-node compilation failure and CLIPTokenizer max-length configuration are different issues." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording and SigLIP2 model/pipeline misbehavior are different underlying issues." + }, + { + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." + "reason": "Whisper empty-transcription handling after special-token alignment is unrelated to Kosmos2.5 OCR index errors." } ] }, @@ -5319,13 +5330,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:34567", "issue:34634", @@ -5379,18 +5390,18 @@ "soft_pairs": [ "issue:43742|issue:45020", "issue:43329|issue:45600", - "issue:45459|issue:45803", "issue:43638|issue:44936", + "issue:45459|issue:45803", "issue:43644|issue:43749", "issue:44589|issue:45042", "issue:43746|issue:44811", + "issue:43819|issue:43927", "issue:38175|issue:44610", + "issue:43550|issue:44912", "issue:39692|issue:44912", - "issue:43819|issue:43927", - "issue:43854|issue:44977", "issue:36010|issue:43645", - "issue:43550|issue:44912", "issue:34634|issue:36331", + "issue:43854|issue:44977", "issue:43526|issue:44554", "issue:43720|issue:44610", "issue:43454|issue:43577", @@ -5399,151 +5410,151 @@ "issue:36010|issue:36331", "issue:43257|issue:43329", "issue:43262|issue:44811", + "issue:43643|issue:45759", "issue:44568|issue:45356", "issue:42490|issue:43257", - "issue:43643|issue:45759", "issue:43329|issue:43450", "issue:43329|issue:44479", + "issue:43606|issue:45859", "issue:34567|issue:40990", - "issue:44568|issue:45488", - "issue:43606|issue:45859" + "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "554af501757b53280fdc3bed6a1e59e23467ac15943b8e15ed1a8805c6b76b20", + "prepared_review_unit_hash": "f81bf5f6624a1518afdcbf91f008cf63adec0ac9b06c2fa43910d65894f56c07", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37109, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "serialized_chars": 37104, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a duplicate set: the paired issues mostly describe different regressions across unrelated model families, loaders, and processor/tokenizer paths. Similar wording is often due to shared transformer-version symptoms, but the underlying bugs are distinct.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is a grab-bag of mostly unrelated Transformers bugs across loading, tokenizers, processors, training, and model-specific regressions. None of the soft pairs look like true duplicates; the strongest umbrella issue is the broad remote_code regression report.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative report: it frames a general regression affecting recent Transformers versions and remote_code-based models, which is wider in scope than the other highly specific bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue stands out because these items cover many unrelated defects; if a representative must be chosen, issue #45020 is the broadest regression report, but it still does not subsume the others.", + "best_issue_reason": "45020 is the best cluster representative because it captures a broad, cross-model failure mode with substantial detail and likely subsumes multiple adjacent loader/config regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Different failures: MobileLLM-125M key error vs. remote_code breakage across recent versions. Shared version/regression context, but not the same bug." + "reason": "Both involve model loading failures, but 43742 is a specific MobileLLM key error while 45020 is a broad remote_code regression; different concrete bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Both mention multimodal config plumbing, but one is a video token-counting bug and the other is stale auto-mapping references breaking CI." + "reason": "43329 is a multimodal token-counting/video-branch code bug; 45600 is a stale auto_mappings config reference issue. Not the same change or failure." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Both involve exception handling in tokenizer/image conversion paths, but they affect different functions and different failure modes." + "reason": "These are different training problems: one is a ZeRO3 indexing crash with a non-pretrained Bert model, the other is trainer.evaluate() failing after train()." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Training-related reports, but one is a DeepSpeed ZeRO-3 indexing crash and the other is an evaluate-after-train state bug." + "reason": "Both mention error handling, but 45459 is about protobuf decode exceptions in tokenizers, while 45803 is a bare-except bug in FuyuBatchFeature tensor conversion." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both relate to loading/serialization regressions, but one is junk non-persistent buffers in v5.0.0 and the other is broken FSDP CPU RAM efficient loading." + "reason": "Both concern loading behavior, but 43644 is about non-persistent buffers becoming junk in v5.0.0, whereas 43749 is a broken FSDP CPU-efficient-loading path." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Both are storage/backend compatibility issues, but one is a missing Float8 storage type and the other is an incorrect torchvision dependency for PIL image processors." + "reason": "Completely different subsystems: missing Float8 storage support versus PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Both involve model/processor behavior, but one is local checkpoint loading for PEFT-adapted GraniteSpeech models and the other is Whisper batch_decode ignoring skip_special_tokens." + "reason": "Different models and code paths: GraniteSpeech local checkpoint loading with PEFT adapters versus Whisper batch_decode skipping special tokens." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Both are vision-model correctness issues, but one is SigLIP2 unexpected zero probabilities and the other is an OmDet-Turbo processor/model input-size mismatch." + "reason": "One is a DAC forward/from_latents mismatch from missing STE; the other is DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc example/quantization issues versus gpt-oss-20b MXFP4 quantization fallback; different models and different root causes." + "reason": "Different products and symptoms: zero probabilities in SigLIP2 versus an OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "DAC from_latents/STE mismatch is a codepath bug, while DiaConfig loses custom token IDs after save/load; both are generation-related but unrelated." + "reason": "Both are model-specific inference/loading regressions, but Bamba torch.compile+SDPA and git-oss MXFP4 quantization are unrelated bugs." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both concern Qwen-family loading/generation, but one is a unit-test model load issue and the other is a flash-attention generation regression." + "reason": "Documentation/example errors for SigLIP2 are not the same as MXFP4 loading falling back to bf16." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure is a module export problem; Jupyter custom-model initialization is a notebook/runtime issue, not the same defect." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct API regressions, not one duplicate." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "One is Bamba-9B-v2 failing under torch.compile with SDPA; the other is MXFP4 quantization fallback for gpt-oss-20b." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated training/processor issues." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both touch trainer/audio-style APIs only superficially; Bark voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Both are model-specific failures, but GLM-4.7 loading in tests and Qwen3.5 flash-attention generation are different code paths." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue do not share the same underlying bug." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is a loader bug; OmDet-Turbo has a processor/model image-size mismatch." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape handling." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight-tying failure causing bad text generation is distinct from Blip2 dtype propagation not updating model.qformer/model dtype." + "reason": "AyaVision lm_head tying and Blip2 dtype handling are separate model-initialization defects." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized TypeError are both init/loading related, but the code paths and fixes differ." + "reason": "Both are loading-related, but one is an FSDP CPU-efficient-loading regression and the other is an unexpected _is_hf_initialized argument error with init_empty_weights." }, { "left": "issue:43531", @@ -5555,67 +5566,67 @@ "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import path breakage for GenerationMixin is unrelated to a custom Trainer compute_loss signature change." + "reason": "An import-path breakage for GenerationMixin is not the same as a trainer.compute_loss keyword mismatch." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE accelerate+deepspeed weight conversion and multimodal video token counting are separate bugs in different subsystems." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a video token-counting bug are different failures." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio processor chat-template sampling-rate default differs from Whisper batch_decode skipping special tokens; both are processor issues, but not the same one." + "reason": "Both are audio-related, but 43262 is an apply_chat_template sample-rate default issue and 44811 is batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model loading, but missing fields from trust_remote_code and not unwrapping text_config are different bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token insertion regression and Kimi-K2.5 codec/regex warning regression affect different tokenizer implementations." + "reason": "Tokenizer special-token insertion regression and Kimi codec-handling regression are distinct model/tokenizer issues." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated loading issues." - }, - { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM.from_config text_config unwrapping are both config-related but distinct defects." + "reason": "A trailing-slash local-path import warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined helper names in multimodal token counting versus incorrect batched video processor output shape; related to video, but not the same bug." + "reason": "Both involve video processors, but one is undefined helper variables in token counting and the other is batched-output shape handling." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both involve video VLM regressions, but one is a token-counting implementation error and the other is a broader v5.3.0 video input regression across models." + "reason": "These are both video-related, but 43329 is a specific undefined-variable bug while 44479 is a broader multi-model video-input regression." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but the model and failing code path differ: Bark-small device mismatch versus Qwen3_5Moe rotary embedding incompatibility." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter not updating is a training bookkeeping issue; high perplexity on gpt-oss-20b is a model/perplexity evaluation problem." + "reason": "Trainer token-count tracking and GPT-OSS perplexity are entirely different issues." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both tokenizer-related, but one is add_special_tokens behavior for mdeberta-v3 and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer semantics." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both mention CPU offload, but bark-small device mismatch and Qwen3_5MoeTextRotaryEmbedding incompatibility are different code paths." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition and the other is LlamaTokenizer overriding tokenizer.json pre-tokenization behavior." } ] }, @@ -5631,13 +5642,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:24643", "issue:29159", @@ -5700,262 +5711,265 @@ "issue:33357|issue:34567", "issue:42915|issue:44821", "issue:43927|issue:44912", - "issue:44987|issue:45538", "issue:44479|issue:45381", "issue:42915|issue:45538", - "issue:44987|issue:45907", + "issue:44987|issue:45538", "issue:43540|issue:44479", + "issue:44987|issue:45907", "issue:43317|issue:45538", "issue:43540|issue:44560", - "issue:38175|issue:44898", "issue:43577|issue:45072", "issue:45137|issue:45405", - "issue:24643|issue:29159", - "issue:43404|issue:45987", + "issue:38175|issue:44898", "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:24643|issue:29159", "issue:43742|issue:44291", - "issue:43257|issue:43756", "issue:44062|issue:44991", + "issue:43257|issue:43756", "issue:43257|issue:43696", "issue:43540|issue:45823", "issue:43906|issue:45381", - "issue:44913|issue:46121", "issue:34567|issue:36331", + "issue:44913|issue:46121", "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "6698e05947841915b39d688509b225b2f45bbb539b0f8e5de07622d3eeed2c87", + "prepared_review_unit_hash": "aa783895b16d05558269269b560b712daf59bdfbe193b6e9e2f1c50212cf6e7e", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37685, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "serialized_chars": 37683, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, vision, quantization, training, and device-mapping bugs. None of the soft pairs look like the same underlying defect or a mergeable PR-equivalent change.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45701 is the broadest umbrella-style item and has the most inbound references, so it is the best candidate to represent the cluster even though the set is not a tight duplicate group.", + "summary": "Mostly heterogeneous cluster of unrelated bugs. I only see one plausible duplicate-like pair in the Qwen video-input regression area; the rest look like distinct issues in different subsystems/models.", + "confidence": 0.66, + "canonical_issue_reason": "No single strong canonical duplicate stands out; issue 45701 is the broadest/openest item with the most inbound references, so it is the best representative issue for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most globally suitable issue because it is open, broadly phrased, and appears to aggregate follow-up discussion better than the more specific bug reports.", + "best_issue_reason": "45701 is the most central issue to keep as the representative tracker because it is broad, open, and already attracts follow-up references; the cluster otherwise spans many unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization-related behavior, but one is a specific Qwen3.5 hidden-state bug and the other is a broad version-dependent tokenization change; not the same defect." + "reason": "Both mention tokenization/version behavior, but one is a Qwen3.5 hidden-states bug and the other is a broad tokenization-change report; not the same concrete defect." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency versus TrainerState token-count tracking are unrelated subsystems and failure modes." + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count tracking are different code paths and different failures." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different models and different regressions: RTDetrV2 output drift vs Qwen3.5 visual encoder save_pretrained keys." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated model bugs." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-related loading issues, but one is MoE weights not converted with accelerate+deepspeed and the other is a weight-shape mismatch for Qwen3-VL; distinct code paths." + "reason": "One is Qwen3 MoE weights conversion with accelerate/deepspeed; the other is Qwen3-VL load shape mismatch. Different failures." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model-init compatibility bug, while PIL image processors requiring torchvision is an image-processor dependency regression." + "reason": "init_empty_weights argument handling and PIL-backend torchvision dependency are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file tokenizer/model loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "gguf_file tokenizer/model loading breakage vs Apple Silicon caching_allocator TypeError are unrelated." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure and MobileLLM key error are different model-loading bugs with no shared code path evident." + "reason": "Qwen3Moe FP8 config failure and MobileLLM load key error do not look like the same bug." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "CUDA assert with auto device mapping on Qwen3 is unrelated to a video-input ValueError in Qwen3OmniMoe." + "reason": "Auto device-mapping CUDA assert and video-input ValueError are different failure modes." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on a CLIP model and TrainerState num_input_tokens_seen not updating are unrelated." + "reason": "MacOS CLIP bus error vs TrainerState token counter bug are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL failures are different features and failure modes." + "reason": "FineGrainedFP8Config handling and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig losing custom token IDs on save/load is not the same as GPT-oss MXFP4 quantization falling back to bf16." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Loading a specific model with transformers>=5.1.0 and CLIPTokenizer model_max_length behavior are separate tokenizer/model-loading issues." + "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are distinct config/quantization problems." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen VL/video regressions, but one is a broad v5.3.0 regression across multiple models and the other is a specific vision_position_ids bug for qwen2.5-vl." + "accept": true, + "reason": "Both point to the same Qwen video-input regression in the 5.3.x path; 45381 looks like a narrower symptom of the broader video-position-id bug described in 44479." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." + "reason": "Qwen3Moe FP8 issue and CLIPTokenizer model_max_length bug are unrelated." }, { "left": "issue:44987", - "right": "issue:45907", + "right": "issue:45538", "accept": false, - "reason": "A failing model load in transformers>=5.1.0 and a repo-files revision forwarding bug in hub integration are unrelated." + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max-length behavior are different issues." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and a multi-model v5.3.0 video regression overlap only superficially; the affected models and failure details differ." + "reason": "Qwen3OmniMoe video processing ValueError is not the same concrete regression as the broader Qwen2.5-VL/Qwen3 VL video-input bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading failure and a list_repo_files revision-forwarding bug are too indirect to treat as the same defect." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "device_map=auto dequantized model offload failure is unrelated to CLIPTokenizer model_max_length." + "reason": "GPU+CPU offload loading failure and tokenizer max-length semantics are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input issues, but one is Qwen3OmniMoe ValueError and the other is a StopIteration in qwen3-vl-embedding; different concrete failures." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failures are different vision-model bugs." + "reason": "Different Qwen video-related errors, but not the same concrete code-path failure." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype not propagating and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different dtype bugs in different models." + "reason": "Blip2 dtype preservation and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are separate dtype bugs." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque pop error and MIN_PEFT_VERSION bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and unreleased peft-version bump are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero-probabilities and Perceiver non-default-resolution failure are different image-model bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "DeepSpeed training runtime error and tokenizer inconsistency are unrelated." + "reason": "XLNet CPU arange placement bug and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head weight tying and StaticCache.get_seq_length return type are different code paths and bug classes." + "reason": "lm_head tying issue in Mistral3 and StaticCache sequence-length contract bug are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "XLNet CPU arange device bug and flash_attention s_aux=None crash are unrelated." + "reason": "DeepSpeed training weight-shape RuntimeError and tokenizer inconsistency are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights _is_hf_initialized argument incompatibility are different loading bugs." + "reason": "Model key-loading error and init_empty_weights argument regression are separate issues." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE layer dropping are unrelated architecture/configuration issues." + "reason": "The tokenizer AddedToken special-kwarg error may be related in theme, but the titles are too different to confidently call the same underlying bug." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "AddedToken duplicate special argument and EMBEDDIA tokenizer loading failure are different tokenizer bugs." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated model-configuration issues." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE load/conversion failure and GPT-oss OOM are not the same underlying problem." + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss-20b OOM are unrelated." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Qwen3OmniMoe video processing error and Gemma4 PLE device mismatch are different model families and different failure modes." + "reason": "Qwen3OmniMoe video-input error and Gemma4 PLE device mismatch are different code paths." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Isolated reproduction of a prior issue and qwen2.5-vl vision_position_ids regression are not the same bug." + "reason": "An isolated reproduction of another issue is not itself the same bug as the Qwen2.5-VL video-position-id regression." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "GPTNeoX rotary_pct reset on reload and convert_rope_params_to_dict TypeError are distinct configuration/validation issues." + "reason": "TrainerState token-count update bug and compute_loss unexpected-kwarg bug are unrelated trainer changes." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "TrainerState token counter not updating and CustomTrainer.compute_loss signature breakage are unrelated training API issues." + "reason": "GPTNeoX rotary_pct reload regression and rope-validation type error are both config-related, but not the same defect." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-argument duplication and Mistral regex patch AttributeError are different tokenizer implementation bugs." + "reason": "AddedToken special-argument duplication and Mistral regex patch backend_tokenizer crash are separate tokenizer bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous, and the chosen representative issue 45701 is justified by being open and having the most inbound references. The only accepted soft edge, 44479\u201345381, is a conservative same-bug judgment, and the remaining rejects stay appropriately cautious rather than overstating duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5964,13 +5978,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:28282", "issue:29127", @@ -6011,6 +6025,7 @@ "issue:45042", "issue:45081", "issue:45216", + "issue:45290", "issue:45325", "issue:45357", "issue:45375", @@ -6023,8 +6038,8 @@ "soft_pairs": [ "issue:43493|issue:43994", "issue:43646|issue:43749", - "issue:43749|issue:44756", "issue:36010|issue:42175", + "issue:43749|issue:44756", "issue:42175|issue:43824", "issue:44291|issue:44821", "issue:45357|issue:45920", @@ -6033,8 +6048,8 @@ "issue:45042|issue:45081", "issue:28282|issue:34689", "issue:43643|issue:45375", - "issue:43526|issue:45479", "issue:43742|issue:44589", + "issue:43526|issue:45479", "issue:45405|issue:45600", "issue:43756|issue:45325", "issue:43531|issue:44821", @@ -6044,207 +6059,208 @@ "issue:44514|issue:45381", "issue:43582|issue:44977", "issue:41762|issue:44936", - "issue:42175|issue:44938", - "issue:43452|issue:43577", "issue:44625|issue:44877", - "issue:43452|issue:44843" + "issue:43452|issue:43577", + "issue:42175|issue:44938", + "issue:43452|issue:44843", + "issue:44514|issue:45290" ], - "prepared_review_unit_hash": "a064de03ed4d9479f15600e5e32d08888005e3fe36fd34ae837ada745e1ec358", + "prepared_review_unit_hash": "b614e0635d45f6681602240d2af4167c7682cb63a210b367a12ba4e2d275ae4c", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35556, - "estimated_input_tokens": 8889, - "estimated_eval_tokens": 18034 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36451, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; only the two SigLIP2 reports look like the same underlying bug. The rest are broad-loading/config/training regressions in different code paths, so they should not be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43994 is the clearest user-facing report of the SigLIP2 regression, with a concrete repro via AutoModel and pipeline; issue:43493 reads more like the diagnostic/root-cause framing.", + "summary": "Mostly heterogeneous Transformers issues; only the SigLIP2 pair looks like a likely duplicate. The rest differ by model, subsystem, or failure mode, so they should stay separate.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43994 is the clearest concrete report in the only plausible duplicate pair and is the most user-facing description of the SigLIP2 correctness bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 best represents the one true duplicate pair here because it has the broadest impact and most concrete symptom description.", + "best_issue_reason": "issue:45920 is the broadest current regression affecting multiple model families, so it is the strongest standalone anchor for the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 bug: both describe incorrect/nonsensical outputs from the HF implementation compared with expected behavior." + "reason": "Same SigLIP2 bug family: one reports HF vs JAX discrepancy, the other reports nonsensical outputs for the same model line." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different failures: missing fields from AutoConfig with trust_remote_code vs broken FSDP CPU RAM efficient loading." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Both involve loading/memory topics, but one is FSDP loading and the other is mmap OOM on Strix Halo; not the same bug." + "reason": "Generic trust_remote_code config-field issue vs FSDP CPU RAM efficient loading breakage; different code paths and symptoms." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Unrelated issues: GenerationMixin import error vs TensorFlow backend packaging omission." + "reason": "Importing GenerationMixin is unrelated to whether the torch extra installs TensorFlow backend dependencies." }, { - "left": "issue:42175", + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP loading bug and Apple Silicon mmap/OOM problem are separate loading/memory issues." + }, + { + "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different subsystem and symptom: install/backend packaging vs missing Qwen2.5-VL import." + "reason": "Package extras dependency mismatch is unrelated to a missing Qwen2_5_VLForConditionalGeneration import." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different code paths: init_empty_weights/_is_hf_initialized error vs loading AutoImageProcessor from URL." + "reason": "init_empty_weights argument handling is a different failure mode from AutoImageProcessor loading from URL." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different bugs in different areas: Qwen3.5 save_pretrained visual encoder keys vs tokenizer ID regressions across models." + "reason": "Qwen3.5 save_pretrained visual key regression is unrelated to the broad AutoTokenizer token-ID regression." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal/model-loading related, but they concern different models and failures." + "reason": "Both are multimodal loading problems, but for different models and different concrete failures." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both mention model loading, but one is a gguf_file regression and the other is a specific model that fails to load; insufficient evidence they are the same bug." + "reason": "gguf Auto* loading breakage is not the same as the sleng-bert model-loading issue." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Completely different bugs: torchvision dependency handling vs Mistral regex patch crashing on tokenizer internals." + "reason": "Torchvision dependency regression and mistral regex tokenizer crash are unrelated subsystems." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different model-loading errors with different causes; not the same underlying issue." + "reason": "Missing PyTorch installation ImportError is unrelated to the Llama 3.2 Vision loading regression." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Related to config handling, but one is missing fields in AutoConfig return with trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field omission." + "reason": "Both involve config fields, but one is generic AutoConfig/trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig strict-field omission." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Different functionality: image processor label reduction bug vs sequence classification zero-loss bug." + "reason": "MobileLLM key error and Float8 storage-object TypeError are different loading/runtime errors." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Different loading failures with different root causes: key error for MobileLLM vs missing Float8 storage object." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the zero-loss classification issue." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Unrelated maintenance issues: PEFT version pin vs auto_mappings referencing removed configs." + "reason": "A version pin on PEFT and stale auto_mappings references are not the same underlying bug." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE/position logic, but they are different models and different computations." + "reason": "Both mention RoPE, but they affect different models and different position-scaling logic." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs AutoImageProcessor loading from URL." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "Different error messages in different domains: missing PyTorch import vs LayoutLMv3 box-content clarity." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint-key corruption are different problems." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different model families and failure modes; not the same code-path bug." + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding are separate model-path bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat templating and the other is video position-id computation; different bugs." + "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching crashes and the other is incorrect video position IDs." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "AppleSilicon allocator TypeError and Qwen3.5 flash-attention generation issues are unrelated." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different workflows: DeepSpeed ZeRO-3 model loading vs trainer.evaluate() after train()." + "reason": "DeepSpeed ZeRO-3 model-load IndexError is not the same as trainer.evaluate failing after train." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Packaging/backend issue vs Python 3.14 load failure; not the same underlying problem." + "reason": "Missing num_labels propagation and strict config rejection are separate config-handling bugs." }, { "left": "issue:43452", - "right": "issue:44843", + "right": "issue:43577", "accept": false, - "reason": "GGUF loading regression and offline model_info calls in Mistral regex patch are different bugs." + "reason": "gguf loading failures do not match the Blip2 dtype propagation issue." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Different config issues: num_labels propagation in Qwen3.5 vs strict config blocking granite_speech loading." + "reason": "Dependency extras mismatch is unrelated to Python 3.14 import/load failure." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "GGUF loading regression and offline model_info calls in Mistral regex patch are different bugs." + "reason": "gguf-related loading failure is unrelated to the offline model_info call in _patch_mistral_regex." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the crash conditions are different enough to indicate separate bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The only accepted soft pair, issue:43493 vs issue:43994, is a reasonable duplicate call based on the shared SigLIP2 regression theme and matching symptom domain, while the rejected pairs stay conservative and do not overclaim sameness from generic loading/config similarities. Summary matches the packet." + "feedback": "The summary is grounded in the packet. The accepted SigLIP2 pair is the only soft edge that looks plausibly related, and the other pair rejections stay conservative and differentiated by model/subsystem/failure mode." }, "evaluator_used": true, "retried": false, @@ -6257,13 +6273,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:24643", "issue:29127", @@ -6276,6 +6292,7 @@ "issue:38175", "issue:41720", "issue:43295", + "issue:43504", "issue:43531", "issue:43550", "issue:43577", @@ -6283,6 +6300,7 @@ "issue:43653", "issue:43688", "issue:43697", + "issue:43720", "issue:43742", "issue:43819", "issue:43906", @@ -6293,9 +6311,9 @@ "issue:44466", "issue:44484", "issue:44493", - "issue:44514", "issue:44561", "issue:44568", + "issue:44610", "issue:44704", "issue:44743", "issue:44811", @@ -6304,7 +6322,6 @@ "issue:44977", "issue:44991", "issue:45005", - "issue:45290", "issue:45356", "issue:45440", "issue:45491", @@ -6315,16 +6332,15 @@ ], "soft_pairs": [ "issue:44484|issue:44704", - "issue:44514|issue:45290", - "issue:43295|issue:45356", - "issue:44466|issue:45005", "issue:24643|issue:29127", + "issue:43295|issue:45356", "issue:43819|issue:44811", + "issue:44466|issue:45005", "issue:44936|issue:45823", "issue:30064|issue:33666", - "issue:38175|issue:43295", "issue:43653|issue:44361", "issue:44361|issue:44442", + "issue:38175|issue:43295", "issue:43653|issue:44568", "issue:43577|issue:43697", "issue:44843|issue:44991", @@ -6333,219 +6349,237 @@ "issue:41720|issue:43906", "issue:44493|issue:46050", "issue:29159|issue:33357", - "issue:45491|issue:46002", "issue:43653|issue:43927", + "issue:45491|issue:46002", "issue:43531|issue:43742", "issue:44464|issue:44977", "issue:43550|issue:43927", - "issue:43688|issue:45440", "issue:43577|issue:45588", + "issue:43688|issue:45440", "issue:43550|issue:44361", - "issue:32090|issue:34567" + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610" ], - "prepared_review_unit_hash": "656e35cae9535a93b972c96d002ec5f07c11f9bd051843c199d91a8ad695124d", + "prepared_review_unit_hash": "f05ced17dff971a1ba7afef099f470d208a58fd64f33fbe82ffa7d2bcced16de", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35606, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct bugs across unrelated subsystems (tokenizers, training, generation, device mapping, configs, and model-specific regressions). There is no strong duplicate core; the only repeated theme is broad tokenizer/trust_remote_code/tied-weights wording, but not the same concrete failure mode.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43653 is the best anchor only in the weak sense that it is a clear, self-contained bug report with a specific repro and fix path; however, the overall cluster does not form a single duplicate set.", + "summary": "Mostly a heterogeneous set of model-loading, tokenizer, trainer, and generation bugs with no strong duplicate cluster. The only plausible duplicate pair is the tied-weights v5 regression around serialization/loading.", + "confidence": 0.45, + "canonical_issue_reason": "issue:45005 is the best umbrella issue: it frames the tied-weights regression broadly, while issue:44466 looks like a specific device-dependent serialization manifestation of the same v5 problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43653 is the most representative issue to keep as a cluster exemplar because it is concrete and narrowly scoped, whereas the rest are mostly unrelated one-off regressions.", + "best_issue_reason": "issue:45005 is the most representative issue for the only clear subcluster and has the broadest scope among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Different problems: shard-size defaults in save_pretrained vs AutoProcessor forwarding kwargs to cached_file." + "reason": "Unrelated: max shard size behavior vs AutoProcessor kwarg forwarding." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Both involve apply_chat_template, but the failures differ: batched padding=False crash vs assistant tool-call/no-content crash." + "reason": "Different bugs: DeepSpeed training weight-shape error vs LayoutLMv3 box-validation messaging." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions: processor.tokenizer access / image tokenization breakage vs Kimi-K2.5 codec and warning behavior." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Related to tied weights, but not the same concrete bug: device-dependent lm_head serialization vs translation-model tied-weight issues in v5." - }, - { - "left": "issue:24643", - "right": "issue:29127", - "accept": false, - "reason": "Unrelated: DeepSpeed training weight-dimension runtime error vs LayoutLMv3 box-content error messaging." + "reason": "Both are tokenizer regressions, but the reported failures and likely code paths differ." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." + "reason": "Different components: DAC latent reconstruction vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights v5 regression in model serialization/loading; 45005 is the broader umbrella, and 44466 is a specific reproduction." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Different failures: trainer lifecycle issue after train() vs Gemma4 PLE device placement mismatch." + "reason": "Trainer evaluate-after-train behavior is unrelated to Gemma4 device-map forward mismatches." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different subsystems and symptoms: segmentation-map processing vs Qwen2-VL multi-GPU training." - }, - { - "left": "issue:38175", - "right": "issue:43295", - "accept": false, - "reason": "Different bugs: unexpected zero probabilities in a vision model vs processor/tokenizer regression." + "reason": "Image processor segmentation-map handling vs Qwen2-VL multi-GPU training are different problems." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer-related, but different models and failures: missing BigBird special-token registration vs MLukeTokenizer AttributeError." + "reason": "Different tokenizer failures and different failure modes/models." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer loading failures for different model families." + "reason": "MLuke tokenizer task error vs AutoTokenizer loading a different tokenizer class." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SIGLIP2 zero probabilities is unrelated to processor.tokenizer regression." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but one is BigBird mask-token decode behavior and the other is mDeBERTa BOS/EOS insertion in v5." + "reason": "Both involve tokenizer special tokens, but the reported bugs and affected models differ." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different issues: Blip2 dtype propagation vs RTDetrV2 output divergence in v5." + "reason": "BLIP2 dtype-loading issue vs RTDetrV2 output divergence are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the root causes are different: offline model_info call vs model-specific tokenizer load failure." + "reason": "Offline hub lookup in mistral regex patch vs tokenizer load failure for est-roberta are not the same bug." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/cache behavior, but one is compiled chunked generation inconsistency and the other is recurrent-state reset in a specific modular model." + "reason": "Chunked generation with compiled forward and Qwen3.5 cache/state reset are different generation bugs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both touch trust_remote_code, but the concrete bugs differ: missing fields in AutoConfig return vs removal of is_torch_fx_available breaking remote-code models." + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a removed utility breaking remote models." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Different Qwen/device-map failures, and 43906 is only an isolated reproduction of another issue, not the same bug as the A800 cudaErrorAssert report." + "reason": "Different Qwen/device-map failure vs isolated reproduction of another issue." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different serialization/state issues: unexpected position-id key warnings vs quantized model save/load breakage." + "reason": "Unexpected position-id keys during loading is not the same as quantized model save/load breakage." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Unrelated: slow-vs-fast tokenizer inconsistency vs MacOS bus error with a CLIP model." + "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." + "reason": "Mask-token decode bug vs DiaConfig custom token ID persistence are different problems." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Different tokenizer/config bugs: BigBird special-token registration vs DiaConfig custom token IDs lost on save/load." + "reason": "Different NaN sources: sliding-window all-padding embeddings vs classification head init/checkout." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different model-specific failures: Qwen3-MoE sliding-window behavior vs MobileLLM-125M key error on load." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM loading key errors." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation-related, but one is compiled chunked generation inconsistency and the other is flash-attention output failure for Qwen3.5." + "reason": "Compiled-forward chunked generation vs flash-attention generation failure are separate code paths." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different bug classes: torch.compile+SDPA failure in Bamba vs config/token-ID persistence in DiaConfig." + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig save/load token IDs." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Both are MoE-related, but the concrete problem differs: auxiliary-loss normalization vs native DeepseekV3MoE diverging from remote implementation." + "reason": "BLIP2 dtype issue vs flash_attention.py crash on s_aux=None are unrelated." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Different model/runtime bugs: Blip2 dtype loading vs flash_attention crash on s_aux=None." + "reason": "Both are MoE-related, but auxiliary-loss normalization and DeepSeekV3 divergence are different concrete bugs." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Unrelated: compiled SDPA failure in Bamba vs MLukeTokenizer AttributeError." + "reason": "Different models and failure modes: compiled SDPA vs tokenizer AttributeError." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Different trainer issues: NoneType broadcast error vs TrainerState num_input_tokens_seen not updating." + "reason": "Trainer broadcast NoneType error vs num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained model legacy-field loading vs torch.compile/SDPA failure are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure and packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: Beit model preset loading vs OmDet-Turbo processor image-size mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The tied-weights v5 pair (issue:44466 / issue:45005) is the only clearly related candidate cluster, and 45005 does appear to be the broader umbrella issue. The other soft-edge rejections are also cautious and consistent with the titles provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6554,13 +6588,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:28282", "issue:32090", @@ -6576,10 +6610,8 @@ "issue:43295", "issue:43452", "issue:43493", - "issue:43504", "issue:43525", "issue:43540", - "issue:43550", "issue:43572", "issue:43577", "issue:43606", @@ -6598,259 +6630,253 @@ "issue:44479", "issue:44554", "issue:44568", - "issue:44610", "issue:44625", "issue:44821", "issue:44849", "issue:44913", "issue:44964", "issue:44977", + "issue:45083", "issue:45357", "issue:45405", + "issue:45704", "issue:45812", "issue:45823", "issue:46050" ], "soft_pairs": [ - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:43504|issue:44610", - "issue:44466|issue:46050", "issue:28282|issue:35141", "issue:43122|issue:43906", + "issue:44466|issue:46050", "issue:32090|issue:33666", "issue:43742|issue:44821", - "issue:43452|issue:44451", "issue:41720|issue:44464", + "issue:43452|issue:44451", "issue:45823|issue:46050", "issue:33666|issue:36010", - "issue:43493|issue:43825", "issue:44849|issue:45357", + "issue:43493|issue:43825", "issue:43606|issue:43927", "issue:43720|issue:43927", "issue:43525|issue:43572", + "issue:28282|issue:32090", + "issue:28282|issue:33357", "issue:43262|issue:43295", "issue:43756|issue:44913", "issue:44568|issue:45812", - "issue:28282|issue:33357", - "issue:28282|issue:32090", "issue:43688|issue:43749", "issue:43720|issue:44361", "issue:33666|issue:36331", "issue:39692|issue:43493", "issue:43577|issue:44554", "issue:44964|issue:45405", + "issue:44479|issue:44625", "issue:43540|issue:44977", - "issue:44479|issue:44625" + "issue:43688|issue:45704", + "issue:43756|issue:45083" ], - "prepared_review_unit_hash": "2daff6e0fe39c376bb60449d51f312a9bfcdf9142be607ef90fe09cdbd516bae", + "prepared_review_unit_hash": "28c6f7a3f39e4ea3f268678f0e717c0311d2b384bed55aabc06f2b6907400f25", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36826, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35960, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports across tokenization, config serialization, multimodal inputs, device mapping, and training APIs. The soft links are mostly superficial theme matches rather than true duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45812 is the strongest standalone bug report here: it describes a broad, concrete regression in AutoTokenizer output IDs for Granite models with clear impact and multiple references.", + "summary": "This cluster is heterogeneous and mostly contains unrelated bug reports across model loading, tokenization, config serialization, multimodal inference, and training. None of the soft pairs look like the same underlying bug/change closely enough to merge; all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest anchor: a broad, clearly described silent regression affecting all Granite models, with external references and high duplicate-triage value.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the most actionable and broadly relevant issue in the set, with a specific silent regression, clear reproduction, and wide model impact.", + "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, reproducible, and impacts a wide model family rather than a narrow edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Different failures in different loading paths: Beit legacy-field preset loading vs BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Unrelated models and code paths; one is a preset loading issue, the other is a torch.compile/SDPA runtime failure." + "reason": "Different failure modes: missing PyTorch import vs token-embedding reinit after resize. No shared code-path." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Different model families and bugs: Beit preset metadata vs OmDet processor image-size mismatch." + "reason": "43906 is a reproduction of another issue, but not the same symptom as the tokenizer regression in 43122." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq reload breakage; not the same bug." - }, - { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to embedding reinitialization after resize." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "Both mention tokenizer behavior, but 43906 is only an isolated reproduction of another issue and there is no evidence it is the same root cause as the v4.57.3\u2192v5.0 tokenization regression." + "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is quantized sinq round-tripping; not the same bug." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both touch training/distributed behavior, but the concrete errors are unrelated: NoneType GPU broadcast vs multi-GPU training on Qwen2-VL." + "reason": "Both mention multi-GPU/trainer context, but the concrete errors and affected paths differ substantially." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Different loading failures: a MobileLLM key error versus loading an AutoImageProcessor from URL." + "reason": "One is a model loading KeyError, the other is loading AutoImageProcessor from URL; different objects and failure points." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Both are load failures, but one is about gguf_file handling for tokenizer/CausalLM and the other is a model-specific inability to load ScandiBERT." + "reason": "A device-map CUDA assert on Qwen3 is unrelated to inconsistent outputs from compiled forward in chunked generation." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Different bug classes: CUDA assert under auto device mapping versus inconsistent chunked generation with compiled forward." + "reason": "Both are loading failures, but one is about gguf_file support and the other is a specific model load regression; no shared underlying bug." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Both involve model loading/placement, but one is a device mismatch under device_map=auto and the other is quantized model persistence after save/load." + "reason": "Device-mismatch in forward and broken quantized save/load are separate code paths and symptoms." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue is unrelated to an ImportError for GenerationMixin." + "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Different subsystems entirely: SigLIP2 implementation discrepancy versus an incorrect pipeline error message." + "reason": "Different Qwen3.5 bugs: hidden-state handling vs incorrect visual encoder key serialization." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Qwen3.5 hidden-states behavior is unrelated to incorrect visual encoder key serialization." + "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Bark CPU-offload device mismatch and DiaConfig custom token ID loss are unrelated." + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom-token-ID loss on save/load." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token ID persistence are different code paths and symptoms." + "reason": "Packed-weight loading failure in BitNet is a different path from DiaConfig serialization and generation failure." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different configs with different missing attributes and likely different regressions." + "reason": "Both are missing-config-attribute reports, but they concern different models and different attributes." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-handling regressions are separate issues." + "reason": "ImportError for missing PyTorch and trainer broadcast TypeError are unrelated failures." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "RoPE layer count mismatch in Smollm3 is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "PyTorch import missing vs MacOS bus error with CLIP are different problems." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing special tokens for a specific tokenizer and the other is wrong token IDs for Granite models; different concrete bugs." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer/image-tokenizer regression." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to a MacOS bus error in CLIP model loading." + "reason": "A model-specific RoPE-layer mismatch and a config reload issue are not the same underlying bug." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "No shared root cause: environment import failure versus distributed broadcast type error." + "reason": "Tokenizer special-token addition bug and Granite token-ID regression affect different tokenizers and code paths." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated training bugs." + "reason": "Aux-loss normalization bug and FSDP CPU RAM efficient loading regression are unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight accelerate loading bug is unrelated to MLukeTokenizer task AttributeError." + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are separate issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Both are training-related, but the concrete API mismatch in compute_loss is not the same as Qwen2-VL multi-GPU training." + "reason": "Qwen2-VL multi-GPU training and custom compute_loss signature mismatch are different trainer failures." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is a documentation example/model-processor mismatch and the other is an implementation discrepancy against JAX." + "reason": "SigLIP2 doc-example errors are unrelated to the HF vs JAX implementation discrepancy." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated." + "reason": "Blip2 dtype loading bug and MPS attention correctness issue are different paths." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure and an unreleased MIN_PEFT_VERSION bump are not the same issue." + "reason": "Model load failure and a dependency version bump are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants is unrelated to num_labels propagation in Qwen3.5 config." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen models, but one is a video-input processing error and the other is a flash-attention generation bug." + "reason": "Video processing ValueError and flash-attention generation bug are different symptoms." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Video-input regression across Qwen variants is unrelated to num_labels not propagating into Qwen3.5 text config." + "reason": "RoPE-layer count mismatch and feature-extract output-length helper behavior are not the same issue." } ] }, @@ -6866,13 +6892,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:29942", "issue:30333", @@ -6892,7 +6918,6 @@ "issue:43646", "issue:43653", "issue:43688", - "issue:43756", "issue:43824", "issue:43844", "issue:43927", @@ -6901,6 +6926,7 @@ "issue:44291", "issue:44361", "issue:44423", + "issue:44464", "issue:44466", "issue:44488", "issue:44493", @@ -6909,14 +6935,13 @@ "issue:44734", "issue:44792", "issue:44843", - "issue:45083", "issue:45200", "issue:45229", "issue:45405", "issue:45520", + "issue:45584", "issue:45588", "issue:45701", - "issue:45704", "issue:45759", "issue:45803", "issue:45823", @@ -6924,26 +6949,24 @@ "issue:46050" ], "soft_pairs": [ - "issue:43688|issue:45704", - "issue:45803|issue:45987", - "issue:43756|issue:45083", - "issue:43334|issue:43572", "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:45803|issue:45987", "issue:44488|issue:44843", "issue:43493|issue:43844", "issue:43334|issue:45759", "issue:39692|issue:43295", + "issue:45229|issue:45823", "issue:43257|issue:43299", "issue:43824|issue:44589", - "issue:45229|issue:45823", - "issue:43646|issue:44466", "issue:43278|issue:43844", + "issue:43646|issue:44466", "issue:43504|issue:43606", "issue:43572|issue:44291", "issue:44589|issue:45520", "issue:33357|issue:33666", - "issue:43688|issue:45701", "issue:43927|issue:44361", + "issue:43688|issue:45701", "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:44423|issue:44734", @@ -6951,211 +6974,206 @@ "issue:44792|issue:45405", "issue:44625|issue:45759", "issue:43994|issue:44493", + "issue:29942|issue:30333", "issue:45588|issue:46050", - "issue:29942|issue:30333" + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "10fb12f33da630aef419f42259af08a70204b70876a5199676de2e4db81868eb", + "prepared_review_unit_hash": "bd6e9a1ceca2151e8e6d0a1a9ab09f0860cfcfe5b76335029fc4a18c3b816cc9", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36603, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35684, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy similarity group: several Qwen/Gemma/SigLIP/Tokenizer/loading regressions appear related on the surface, but the pairwise matches do not describe the same concrete bug or change.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft-similarity pairs are not true duplicates of one underlying bug.", + "summary": "This cluster is mostly a loose topical grouping of unrelated Transformers bugs, regressions, and feature issues. I found no pair that clearly shares the same concrete underlying bug/change, so all soft edges are rejected.", + "confidence": 0.16, + "canonical_issue_reason": "No clear duplicate set exists here; I\u2019d use issue 45584 as the best anchor because it is open, well-specified, and has active discussion/references, making it the most actionable standalone issue in the group.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the items span many unrelated failures, so any one issue would be a poor representative of the whole cluster.", + "best_issue_reason": "Issue 45584 is the strongest standalone issue in this batch: concrete repro, current impact, and active follow-up. It is not a duplicate of the others, but it is the best issue candidate overall.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Both are about Gemma4, but one is a missing token-type default and the other is a multi-GPU OOM; different bugs and code paths." + }, + { + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Different subsystems and symptoms: MoE auxiliary-loss normalization vs T5/apex RMSNorm memory leak." + "reason": "Both mention missing config fields after 5.0, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Unrelated bugs: Fuyu tensor conversion exception handling vs StaticCache return type contract." - }, - { - "left": "issue:43756", - "right": "issue:45083", - "accept": false, - "reason": "Both touch model internals, but one is RoPE-layer dropping and the other is a feature-extraction helper behavior change." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Both are loading regressions after 5.0, but they involve different config fields and different model families." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "Same model family, but one is a missing default input feature and the other is a multi-GPU CUDA OOM." + "reason": "Fuyu tensor conversion error and StaticCache return-type mismatch are unrelated failures." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Different failure modes: model-specific load failure vs unconditional hub API call breaking offline mode." + "reason": "One is a model-load failure for a specific checkpoint, the other is an offline-mode regression in a tokenizer regex patch." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to the DeepSpeed ZeRO-3 gradient issue." + "reason": "SigLIP2 implementation discrepancy and a DeepSpeed/ZeRO gradient anomaly are distinct problems." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModel config unwrapping." + "reason": "Both involve Qwen multimodal config handling, but one is a missing pad token field and the other is improper `text_config` unwrapping." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors and a processor/tokenizer regression are different issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Different models and bugs: legacy preset loading vs CPU offload device mismatch." + "reason": "CUDA OOM during inference is not the same as a device-mismatch forward bug." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version load breakage." + "reason": "Both are Qwen3 MoE-related, but one is an accelerate/deepspeed conversion problem and the other is a dev loading regression; not the same concrete bug." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Unrelated import/export issues: missing Qwen2.5-VL symbol vs missing Float8 storage type." + "reason": "ImportError for a missing class and a float8 storage lookup failure are unrelated." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Both are Gemma4 issues, but OOM and device mismatch are different code-path failures." + "reason": "A BF16/FP32 dtype drift in embeddings is not the same as the ZeRO-3 gradient amplification issue." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization and lm_head serialization are distinct problems." - }, - { - "left": "issue:43278", - "right": "issue:43844", - "accept": false, - "reason": "Different model/evaluation dtype issue vs DeepSpeed gradient inflation." + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different regressions." }, { "left": "issue:43504", - "right": "issue:43653", + "right": "issue:43606", "accept": false, - "reason": "Completely different components: BEiT semantic segmentation loading vs BigBirdTokenizer special-token registration." + "reason": "A legacy field blocking BEiT load and a CPU-offload device mismatch in bark-small are unrelated." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are 5.0 loading regressions, but missing pad_token_idx and unexpected _is_hf_initialized are separate API breaks." + "reason": "Missing config field after 5.0 and an unexpected `_is_hf_initialized` constructor arg are separate failures." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different root causes: float8 storage resolution vs flash_attn import key error on Python 3.13." + "reason": "Float8 storage resolution and `flash_attn` import_utils KeyError are different runtime issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Distinct issues: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to tokenization changes across versions." + "reason": "DiaConfig save/load token ID loss and MLLukeTokenizer task AttributeError are different bugs." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both involve token IDs, but one is save/load config persistence and the other is tokenizer AttributeError on tasks." + "reason": "Aux-loss normalization and tokenization changes across versions do not describe the same defect." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different bug classes and code paths; no shared underlying fix." + "reason": "These affect different models and different failure modes: legacy preset loading vs tokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device handling, but one is a real CPU-offload mismatch and the other is a stale CI test override." + "reason": "Runtime device-mismatch bug and CI stale test failure are not the same underlying issue." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but they fail in different places: multimodal tensor conversion vs KV-cache continuation indexing." + "reason": "Both hit serving paths, but one crashes on multimodal input conversion and the other on KV-cache continuation indexing." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM in tensor-parallel loading is unrelated to a version pin on unreleased peft." + "reason": "TP OOM when loading a model is unrelated to a dependency version bump issue." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the MIN_PEFT_VERSION bump." + "reason": "A Janus image-generation test failure and an unreleased PEFT version bump are unrelated." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Related Qwen multimodal config area, but one is num_labels propagation and the other is config unwrapping in from_config." + "reason": "Num-label propagation and multimodal `text_config` unwrapping are related only at a broad config level, but they are distinct concrete bugs." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 inference quality issue vs a generic unexpected position-id key warning; different bugs." + "reason": "A SigLIP2 output-quality issue and unexpected position-id keys are different defects." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless-model crash and sinq save/load quantization break are unrelated." + "reason": "Flash-attention integration crashing on `s_aux=None` and sinq save/load breakage are different code paths." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after failed training are unrelated." + "reason": "Chunked generation inconsistency with compiled forward and Whisper empty-transcription failure are unrelated." } ] }, @@ -7171,13 +7189,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:15354", "issue:28218", @@ -7190,8 +7208,10 @@ "issue:43232", "issue:43278", "issue:43295", + "issue:43334", "issue:43450", "issue:43493", + "issue:43525", "issue:43540", "issue:43550", "issue:43572", @@ -7201,7 +7221,6 @@ "issue:43873", "issue:43957", "issue:44315", - "issue:44464", "issue:44466", "issue:44521", "issue:44554", @@ -7222,17 +7241,15 @@ "issue:45412", "issue:45446", "issue:45520", - "issue:45584", "issue:45823", "issue:46050", "issue:46121" ], "soft_pairs": [ - "issue:44464|issue:45584", "issue:44521|issue:45290", "issue:43844|issue:44964", - "issue:28218|issue:34567", "issue:44554|issue:45446", + "issue:28218|issue:34567", "issue:43688|issue:43873", "issue:45084|issue:45520", "issue:43540|issue:45200", @@ -7248,225 +7265,226 @@ "issue:28218|issue:33357", "issue:43295|issue:44610", "issue:44554|issue:45356", - "issue:44898|issue:45412", "issue:43572|issue:44987", "issue:43493|issue:43701", "issue:43572|issue:43957", - "issue:44466|issue:45127", "issue:45200|issue:45325", - "issue:37428|issue:43957", + "issue:44898|issue:45412", + "issue:44466|issue:45127", "issue:43295|issue:43450", + "issue:37428|issue:43957", "issue:43550|issue:43844", - "issue:43295|issue:43873" + "issue:43295|issue:43873", + "issue:43334|issue:43525" ], - "prepared_review_unit_hash": "fbefbd26a796e58b503c6713a1431a5e0a89b8d26eeaaef8330d2aa7f2cf9f54", + "prepared_review_unit_hash": "025fe143f4329f0d300ec66a402d9a827e0c0877104a62f471403ef4ac7273f4", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36300, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a false-positive cluster of unrelated issues across tokenization, generation, model loading, quantization, multimodal processing, and training/runtime edge cases. None of the soft pairs appear to describe the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43873 is the broadest and most discussion-heavy report in the set, so it works best as a loose cluster representative; however, it is not actually a duplicate of the others.", + "summary": "The cluster is heterogeneous and the soft pairs are mostly same-subsystem but not the same bug. I would not merge any of the soft edges. As a representative issue, the multimodal apply_chat_template assistant-mask regression is the clearest, most self-contained user-facing bug among the set.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44521 is a well-scoped, user-facing regression with clear reproduction and downstream impact; among the listed issues it is the best single anchor for triage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best single representative only because it is broad and active (open, multiple references/discussion), not because the cluster contains true duplicates.", + "best_issue_reason": "issue:44521 has the strongest combination of clarity, scope, and activity, making it the most suitable representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Different generation failures: compiled forward inconsistency vs Whisper empty-transcription handling." - }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch chat templating, but one is all-zero assistant masks while the other is a crash on tool-call messages." + "reason": "Both involve apply_chat_template, but one is incorrect assistant masks for multimodal inputs and the other is a crash on tool-call messages; different failure modes." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Unrelated problems: ZeRO-3 gradient growth during training vs model loading failure on latest transformers." + "reason": "Different code paths: ZeRO-3/deepspeed gradient abnormality versus meta-device model loading breakage." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer spacing behavior is unrelated to TrainerState token-count tracking." + "reason": "MPS attention correctness bug and a flex_attention import version-check bug are unrelated." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "MPS attention correctness bug and a flex_attention import version check are different code paths." + "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are separate issues." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization vs quantization/offloading are distinct model/training concerns." + "reason": "Auxiliary-loss normalization and quantization/offloading behavior are distinct problems." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error is unrelated to flash_attn import key errors on Python 3.13." + "reason": "Non-template node compilation failure is unrelated to the flash_attn import KeyError." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is not the same as Gemma 4 token-type ID defaults." + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 text-only token-type defaults are different bugs." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast NoneType handling." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer NoneType broadcast error." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability output are unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs after sync_gpus and output_hidden_states behavior are different generation bugs." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states handling are different code paths." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing mm_token_type_ids defaults is unrelated to Gemma4 PLE device placement." + "reason": "Both are Gemma4-related, but one is missing token-type defaults and the other is a device mismatch in forward." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "bf16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading behavior is not the same as sinq save/load breakage." + "reason": "Quantization offloading and sinq save/load corruption are different failure modes." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list validation." + "reason": "Gemma4Processor missing _tokenizer and rope-param conversion TypeError are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 eval dtype change is unrelated to resume_from_checkpoint key mismatch." + "reason": "BF16-to-FP32 dtype drift in evaluation and checkpoint resume key mismatch do not describe the same bug." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state output bug." + "reason": "Liger Kernel not applying with model_init is unrelated to Qwen3.5 hidden-state output behavior." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Added-token spacing and CLIP bus errors on MacOS have no shared underlying cause." + "reason": "Tokenizer added-space bug and CLIP bus error on macOS are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression is separate from OmDet-Turbo image-size mismatch." + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different bugs." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver resolution failure and RT-DETR memory retention are different issues." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." + "reason": "Missing pad_token_idx in StableLmConfig and loading physical-intelligence/fast on 5.1 are separate issues." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config field regression does not match meta-device loading failures." + "reason": "A config attribute regression and meta-device loading breakage are different problems." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "lm_head.weight serialization depends on device state; LoRA merge with extended vocab is a different failure mode." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-position scaling are unrelated." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Gemma4 token-type defaults are unrelated to Qwen2.5-VL rope position scaling." + "reason": "Perceiver non-default resolution failure and RT-DETR memory release are unrelated." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "flash attention import failure and meta-device model loading breakage are distinct." + "reason": "State serialization inconsistency and LoRA merge collapse with extended vocab are different bugs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to batched video shape errors." + "reason": "Processor.tokenizer regression and batched video shape bug are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading are unrelated." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is unrelated to ZeRO-3 gradient growth." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are distinct problems." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor.tokenizer regression is not the same as quantization/offloading behavior." + "reason": "Processor regression and quantization offloading behavior do not describe the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Missing pad_token_id in different model configs is a similar class of issue, but these are separate model-specific bugs." } ] }, @@ -7482,13 +7500,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:37428", "issue:38175", @@ -7496,12 +7514,10 @@ "issue:42915", "issue:43262", "issue:43278", - "issue:43334", "issue:43335", "issue:43425", "issue:43450", "issue:43493", - "issue:43525", "issue:43550", "issue:43575", "issue:43606", @@ -7537,255 +7553,263 @@ "issue:45563", "issue:45584", "issue:45588", - "issue:45593" + "issue:45593", + "issue:45823" ], "soft_pairs": [ - "issue:43334|issue:43525", "issue:43824|issue:43975", - "issue:38175|issue:45412", "issue:42490|issue:43696", "issue:42915|issue:43824", - "issue:43975|issue:45520", "issue:38175|issue:43493", + "issue:43975|issue:45520", + "issue:43653|issue:44112", + "issue:38175|issue:45412", "issue:37428|issue:43824", "issue:44514|issue:44521", - "issue:43653|issue:44112", - "issue:44442|issue:45198", "issue:43278|issue:43856", + "issue:44442|issue:45198", "issue:43450|issue:43575", - "issue:43827|issue:43901", "issue:42490|issue:43493", + "issue:43827|issue:43901", "issue:43819|issue:44112", "issue:43819|issue:45083", "issue:43262|issue:43450", "issue:44610|issue:44857", "issue:44206|issue:45584", - "issue:45127|issue:45245", "issue:37428|issue:43425", "issue:44792|issue:45563", "issue:43335|issue:43550", + "issue:45127|issue:45245", "issue:43606|issue:45083", "issue:45290|issue:45381", "issue:44857|issue:45593", "issue:44448|issue:44743", "issue:45200|issue:45588", "issue:43278|issue:43825", - "issue:37428|issue:44351" + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43335|issue:43653" ], - "prepared_review_unit_hash": "6dffe0a4c007c2cfe2102a8bd8d1b1e21889287a2ecee3a7339c1729ff08f238", + "prepared_review_unit_hash": "07dcc2735de5e076efb90dfc22d06edd5b713a9f58dfb66456d653c1bc48390a", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37009, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is noisy and spans many unrelated model, tokenizer, processor, and docs issues. The closest grouping is around multimodal/chat-template processing, but most soft pairs are not the same concrete bug.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44521 is the most central and broadly representative artifact in the multimodal chat-template/processors subset, with strong discussion and inbound references.", + "summary": "This cluster is heterogeneous: most items are unrelated model-specific bugs, docs issues, import regressions, or CI failures. The soft edges are mostly topical similarity only, not the same concrete bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span different subsystems and symptoms (imports, chat templates, vision/video processors, model-specific correctness, memory/OOM, and docs), so there isn\u2019t a single underlying defect to deduplicate against.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best overall issue candidate because it has the widest apparent relevance within the cluster and the richest engagement, even though the cluster is not a clean duplicate set.", + "best_issue_reason": "No single best issue for the cluster; any representative would be arbitrary because the set does not converge on one shared bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Same symptom class (missing pad_token_id) but different model families and likely separate config fixes; not clearly one duplicate bug." - }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import error and an unrelated detokenization regression; no shared code-path evidence." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "Different subsystems and failures: SigLIP2 inference output vs RT-DETR memory reclamation." + "reason": "Different regressions: one is an import error for `Qwen2_5_VLForConditionalGeneration`, the other is a v5 detokenization issue for DeepSeek." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning is unrelated to a CUDA OOM issue." + "reason": "Unrelated failures: local-path slash import warning vs CUDA OOM for GPT-oss-20b." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different model/runtime failures; no indication of the same bug." + "reason": "Different model/config paths: FineGrainedFP8Config failure for Qwen3MoE vs a missing top-level Qwen2.5 VL import." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization behavior and a Python 3.13 import_utils KeyError are unrelated." + "reason": "Different subsystems: DeepSeek detokenization in v5 vs flash_attn import lookup failure on Python 3.13." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a GraniteSpeech CI device-override test failure." }, { "left": "issue:38175", - "right": "issue:43493", + "right": "issue:45412", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same duplicate." + "reason": "SigLIP2 probability issue and RT-DETR memory-release issue are unrelated model bugs." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different models/code paths." + "reason": "Both are import errors, but they concern different symbols and code paths (`_flash_supports_window_size` vs `Qwen2_5_VLForConditionalGeneration`)." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one is a batched-padding crash and the other is all-zero assistant masks; likely related area, not the same concrete bug." + "reason": "Both involve `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is incorrect all-zero assistant masks for multimodal inputs." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Tokenizer special-token bug vs a GraniteSpeech CI test issue; no overlap in underlying change." + "reason": "Different Qwen3 MoE issues: dtype mismatch between train/eval vs memory inefficiency during training." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failure modes; not the same bug." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Embedding dtype mismatch during evaluation is unrelated to Qwen3 MoE training memory inefficiency." + "reason": "Different tokenizer/model families and different symptoms: FastSpeech2Conformer loading failure vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." + "reason": "Video-processor batch-shape bug and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline behaviors and different text tasks." + "reason": "A local-path import warning and a SigLIP2 correctness discrepancy do not share the same bug." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Local-path import warning and SigLIP2 output discrepancy are unrelated." + "reason": "Both are docs-related, but they address different deprecations and different APIs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/from_latents mismatch has no connection to a stale CI device-override test." + "reason": "Different problems: DAC forward/from_latents mismatch vs stale GraniteSpeech device-override test." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different audio/model helper bugs with no clear shared root cause." + "reason": "DAC latent reconstruction mismatch and a Qwen3 Omni MoE helper-length bug are unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and video batch-shape handling are different processor bugs." + "reason": "Audio chat-template sampling-rate default and video batched-shape handling are separate processor bugs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch and AMP/CUDA loss crash are separate issues." + "reason": "Processor output-size mismatch and an AMP/CUDA loss crash are different defects." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature-extractor argument crash and Whisper empty-transcription generation are unrelated." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA/tied-embeddings collapse and category-cardinality runtime error are different problems." + "reason": "`center` arg crash in LasrFeatureExtractor and Whisper empty-transcription failure are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a missing helper and torch 2.10 incompatibility are not the same bug." + "reason": "ImportError regression vs a torch 2.10 compatibility issue; no shared code path." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing Janus test and a stale warning for paged generate are not the same underlying issue." + "reason": "Different issues in generation tests: one is Janus image generation failure, the other is a stale warning about `num_return_sequences`." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/torch.compile failure are unrelated." + "reason": "Different model/config bugs: sparse layer creation in SwitchTransformers vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary merge collapse and categorical-cardinality limit are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior do not match." + "reason": "CPU offload device mismatch for bark-small is unrelated to the Qwen3 Omni MoE feature-length helper behavior." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Both are chat-template/multimodal adjacent, but one crashes on tool-call messages and the other has wrong vision position ids; not the same concrete bug." + "reason": "Both are Qwen2.5/VL chat-template-style issues, but one crashes on tool-call messages and the other has wrong video vision_position_ids." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are separate training issues." + "reason": "Different D-FINE/RT-DETR-family bugs: AMP crash vs missing auxiliary losses when denoising is off." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output divergence and Qwen3 recurrent-state reset are unrelated." + "reason": "Different regressions in different models: Pegasus output changes vs Qwen3_5 recurrent-state reset behavior." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma mm_token_type_ids defaulting and flash_attention s_aux handling are different code paths." + "reason": "Gemma4 token-type defaults and flash-attention `s_aux=None` handling are separate bugs." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline error-message docs/behavior mismatch are unrelated." + "reason": "Training/eval dtype drift is unrelated to a pipeline v5 error-message/docs problem." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different missing imports for different APIs/models; not the same bug." + "reason": "Both are import-name failures, but they concern different exported symbols and different regressions." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is a feature-extractor arg crash and the other is a Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration bug are unrelated." } ] }, @@ -7801,13 +7825,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:28218", "issue:29127", @@ -7821,12 +7845,12 @@ "issue:42490", "issue:43335", "issue:43388", + "issue:43412", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", - "issue:43653", "issue:43701", "issue:43720", "issue:43819", @@ -7834,7 +7858,6 @@ "issue:43927", "issue:43931", "issue:44112", - "issue:44206", "issue:44292", "issue:44360", "issue:44448", @@ -7850,43 +7873,42 @@ "issue:45083", "issue:45229", "issue:45310", + "issue:45372", "issue:45478", "issue:45491", "issue:45520", + "issue:45563", "issue:45588", "issue:45698", - "issue:45823", "issue:45859" ], "soft_pairs": [ - "issue:44206|issue:45823", "issue:43611|issue:43931", - "issue:43335|issue:43653", + "issue:43550|issue:44112", "issue:44360|issue:44561", "issue:39692|issue:43526", - "issue:43550|issue:44112", - "issue:43388|issue:43526", "issue:44855|issue:45083", + "issue:43388|issue:43526", "issue:43819|issue:44493", "issue:43335|issue:43504", "issue:43335|issue:45083", "issue:45310|issue:45478", "issue:45588|issue:45859", - "issue:39692|issue:44493", "issue:29942|issue:32090", + "issue:39692|issue:44493", "issue:43720|issue:44112", - "issue:44448|issue:44779", - "issue:43335|issue:45072", "issue:43335|issue:44112", - "issue:38175|issue:44493", + "issue:43335|issue:45072", "issue:44292|issue:45520", - "issue:28218|issue:35141", + "issue:44448|issue:44779", + "issue:38175|issue:44493", "issue:44977|issue:45229", + "issue:28218|issue:35141", "issue:42490|issue:43854", "issue:43606|issue:44857", "issue:44561|issue:44779", - "issue:44462|issue:44561", "issue:44857|issue:45072", + "issue:44462|issue:44561", "issue:44448|issue:44977", "issue:43701|issue:45083", "issue:43550|issue:45083", @@ -7894,228 +7916,219 @@ "issue:40444|issue:43526", "issue:29127|issue:32090", "issue:43927|issue:45698", - "issue:44568|issue:45491" + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:45372|issue:45588" ], - "prepared_review_unit_hash": "4c965396f9f20d4c6f8ef128ec834512bf9a4a7f5a339b215ae07ed30f319a81", + "prepared_review_unit_hash": "d762a6dbcfb445ee6f27d646d6b5180b1ec2a907ffefa2656b79b7464703b58c", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38589, - "estimated_input_tokens": 9648, - "estimated_eval_tokens": 19552 + "soft_pair_count": 37, + "serialized_chars": 38924, + "estimated_input_tokens": 9731, + "estimated_eval_tokens": 19718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports; there is one clear duplicate pair around the Qwen3.5 MoE `from_pretrained` regression, while the rest only share broad themes like loading, tokenization, or device-mismatch issues.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45478 is the best canonical issue: it matches issue:45310 by exact title and describes the same Qwen3.5 MoE `from_pretrained` regression, with slightly more discussion/activity.", + "summary": "This set is mostly a grab-bag of unrelated transformer issues, not a single duplicate cluster. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", + "confidence": 0.8, + "canonical_issue_reason": "issue:45310 is the earlier, more referenced report of the exact Qwen3.5 Moe from_pretrained failure, and issue:45478 reads like a later duplicate of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the strongest representative issue in this cluster because it is the clearer, more-discussed instance of the only obvious duplicate pair and has a crisp, reproducible model-loading failure.", + "best_issue_reason": "issue:45310 is the best anchor for the only strong duplicate relationship in this set: same title, same model, same loading failure, earlier report, and more inbound attention than 45478.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Both are device-related forward/runtime failures, but one is a feature-extractor API crash and the other is a PLE CPU-offload mismatch; different code paths." - }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both concern model loading, but one is a v5 `base_model_prefix` regression and the other is a Qwen3-VL weight-shape mismatch; not the same bug." + "reason": "Both are model-loading regressions, but they affect different models with different failure modes, so they are not the same bug." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Different models and failures: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." + "reason": "Different problems: one is SDPA/torch.compile behavior in Bamba, the other is a stale device-override CI failure in GraniteSpeech." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Unrelated problems: a DSA indexer discussion versus a v5 `trust_remote_code` import break from removing `is_torch_fx_available`." + "reason": "Unrelated failures: DSA indexer/ReLU discussion versus a v5 trust_remote_code break from removing is_torch_fx_available." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Both involve vision-related label/processor behavior, but one is SigLIP2 docs/model mismatch and the other is a Beit fast image-processor bug." + "reason": "One is SigLIP2 docs/model-processor issues; the other is BeitImageProcessorFast label reduction. No shared bug." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Both mention CI/device behavior, but one is a Bamba SDPA torch.compile failure and the other is a stale GraniteSpeech device-override test." + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Mask2Former last-batch label truncation is unrelated to BeitImageProcessorFast returning the wrong reduced labels." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Different failures: a DebertaV2 import/IndentationError on Python 3.13 versus a qwen3_omni_moe feature-length helper issue." + "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast returning the wrong label array." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction mismatch is not the same as the generic position-id key warning affecting many models." + "reason": "Different code paths: DAC.from_latents/STE mismatch versus unexpected key handling with position ids." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and symptoms: SwitchTransformers sparse-layer construction vs BEiT semantic-segmentation loading with a legacy field." + "reason": "Both are SwitchTransformers/Beit-related, but the bugs are distinct: sparse-layer construction vs legacy-field loading." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Only broad subsystem overlap; the sparse-layer config bug is unrelated to the qwen3_omni_moe output-length helper behavior." + "reason": "No overlap in concrete failure: SwitchTransformers sparse-layer config versus qwen3_omni_moe length computation." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same title and same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` regression; clearly the same underlying bug." + "reason": "Same exact Qwen3.5 Moe from_pretrained error report; the later issue is a duplicate of the earlier loading regression." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both are attention/offload-adjacent, but one is a flash_attention integration crash on `s_aux=None` and the other is a Qwen3.5 MoE rotary-embedding CPU-offload incompatibility." + "reason": "Both mention CPU/offload-related behavior, but one is a flash_attention AttributeError on sink-less models and the other is a rotary-embedding incompatibility." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "SigLIP2 documentation/model mismatch is unrelated to the position-id key warning." + "reason": "Both are failing tests/errors, but one is Flash Attention 2 test failures and the other is a Trainer broadcast NoneType error." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different training/test failures: Flash Attention 2 tests versus a Trainer `_gpu_broadcast_one` NoneType error." + "reason": "SigLIP2 documentation/model-processor mismatch is unrelated to the position-id key issue." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech stale device-override CI failure." + "reason": "Packed-weight handling in BitNet AutoBitLinear is not the same as the GraniteSpeech stale device override CI issue." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are separate model-specific issues." + "reason": "Different bugs in different models: SwitchTransformers sparse layer creation versus GraniteSpeech device override test failure." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and bfloat16 dtype mismatches in unrelated models do not share the same code-path." + "reason": "SwitchTransformers config behavior and bfloat16 dtype mismatches in TimmWrapperModel are unrelated." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime issue versus Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Different failure modes and models; no common underlying bug." + "reason": "Pegasus v4/v5 output divergence is not the same as Deepseek tokenizer regression." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Siglip2 zero probabilities and position-id warnings are distinct symptoms with different root causes." + "reason": "Unexpected zero probabilities in SigLIP2 is a model-output issue, not the same as the position-id key problem." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime issues are unrelated to a Python 3.13 import-utils KeyError for flash attention." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different concrete failures." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to output embedding reinitialization during resize/post_init." - }, - { - "left": "issue:44977", - "right": "issue:45229", - "accept": false, - "reason": "Different large-model inference failures: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU CUDA OOM." + "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both are loading-related, but one is a local-path slash warning and the other is a unit-test model loading failure for GLM-4.7-Flash." + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Device mismatch in CPU offload for bark-small is not the same bug as LwDetrImageLoss crashing under float16 AMP." + "reason": "CPU offload device mismatch in bark-small is unrelated to the LwDetrImageLoss float16 AMP crash." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A v5 import-utility removal break for trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." + "reason": "v5 trust_remote_code breakage from removed helper is not the same bug as Deepseek tokenizer incorrect results." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer ignoring repository tokenizer.json and a missing import utility for trust_remote_code are different loading issues." + "reason": "Different failures: AMP/CUDA loss crash versus dtype mismatch in bfloat16 inference." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "Different numeric/runtime issues in different models: AMP crash versus bfloat16 dtype mismatch." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to removal of is_torch_fx_available." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus version-output discrepancy and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation issues affect different models and code paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe feature-length helper bug." + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature length behavior." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper output are different problems." + "reason": "Bamba SDPA/compile failure and qwen3_omni_moe output-length helper behavior are different bugs." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision load break and embedding reinitialization on resize are separate model-loading behaviors." + "reason": "Llama 3.2 Vision model loading breakage and post_init embedding reinitialization are different loading/weight issues." }, { "left": "issue:40444", @@ -8127,25 +8140,43 @@ "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` NoneType handling are unrelated." + "reason": "LayoutLMv3 box-validation error message clarity is unrelated to the Trainer NoneType broadcast error." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig save/load custom token ID loss is a config-serialization bug, not the same as loading the wrong custom module after save_pretrained." + "reason": "DiaConfig losing custom token IDs after save/load is distinct from loading the wrong custom module after save_pretrained." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "mDeBERTa special-token BOS/EOS handling and Gemma3 NaN embeddings under mixed-length batching are distinct issues." + "reason": "mdeberta add_special_tokens behavior and Gemma3 NaN embeddings have different causes and code paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and stale num_return_sequences warning are not the same underlying bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading ImportError is unrelated to the flash_attention s_aux=None crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly identifies 45310/45478 as the only clear duplicate pair (exact same title and same Qwen3.5 MoE from_pretrained regression) and keeps the rest of the cluster conservatively separated as broad thematic similarities rather than duplicates. The soft-edge verdicts also read cautious and consistent with the titles/body metadata; no pair looks overstated or non-mergeable under a single bugfix." + "feedback": "Grounded overall. The canonical pick of issue:45310 over issue:45478 is well supported by the packet: identical title/model/failure wording, earlier creation time, and slightly more inbound references. The other soft-edge rejections stay conservative and do not overclaim duplication. I don\u2019t see evidence of an inflated duplicate merge beyond the same-title Qwen3.5 MoE pair." }, "evaluator_used": true, "retried": false, @@ -8158,19 +8189,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:25251", + "issue:29127", "issue:29942", "issue:30064", "issue:32090", "issue:33357", + "issue:34567", "issue:35141", "issue:36010", "issue:37428", @@ -8182,7 +8215,6 @@ "issue:43066", "issue:43278", "issue:43381", - "issue:43412", "issue:43575", "issue:43611", "issue:43653", @@ -8190,7 +8222,6 @@ "issue:43994", "issue:44186", "issue:44206", - "issue:44265", "issue:44361", "issue:44448", "issue:44451", @@ -8216,252 +8247,224 @@ "issue:46121" ], "soft_pairs": [ - "issue:43412|issue:45588", - "issue:44977|issue:45563", - "issue:45372|issue:45588", "issue:45198|issue:45803", "issue:45459|issue:45712", "issue:29942|issue:35141", - "issue:36010|issue:37428", "issue:42490|issue:43575", - "issue:43065|issue:45412", + "issue:36010|issue:37428", "issue:44857|issue:45588", "issue:45245|issue:45563", - "issue:45372|issue:45459", - "issue:45588|issue:45823", "issue:43653|issue:44743", "issue:44448|issue:44466", + "issue:45588|issue:45823", "issue:43278|issue:43381", + "issue:45372|issue:45459", + "issue:43065|issue:45412", "issue:43976|issue:45440", - "issue:43994|issue:45412", "issue:25251|issue:32090", "issue:44186|issue:45198", - "issue:43066|issue:44462", "issue:44206|issue:44479", "issue:44451|issue:45520", + "issue:43066|issue:44462", + "issue:43994|issue:45412", "issue:44871|issue:44977", - "issue:42915|issue:42994", "issue:44361|issue:45198", + "issue:42915|issue:42994", "issue:43611|issue:46121", - "issue:43065|issue:43994", - "issue:44265|issue:45198", - "issue:29942|issue:30064", - "issue:33357|issue:39692" + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:29942|issue:30064" ], - "prepared_review_unit_hash": "c0702a8ca86855af861d23a27565d79355b937455c475b1d7812712607fd7e1f", + "prepared_review_unit_hash": "b29cb3a80b2a6d8771f1bb836f12da8ea59b37a43b8924577582ad61bb838b22", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37059, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "soft_pair_count": 27, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; none of the proposed soft pairs look like the same underlying bug or change, so all soft edges are rejected. issue:45588 is the best issue representative because it is a concrete runtime crash report and the most central node among the soft similarities.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45588 is the most central concrete bug report here, with several nearby flash-attention-related similarities, so it is the best single issue representative for the cluster.", + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated regressions that share only broad themes like import errors, tokenizer bugs, or runtime crashes. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44462 is the cleanest representative because it is a concrete, user-facing loader regression with clear scope and evidence; however, the set overall is too mixed to have a strong true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "It is a specific, reproducible crash in a named file and the clearest actionable report among otherwise unrelated issues.", + "best_issue_reason": "Issue 44462 is the best standalone triage candidate: it describes a specific, actionable AutoTokenizer regression and is more representative of a real fixable bug than the other items here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Different bugs and code paths: Gemma3n executorch export failure vs flash_attention.py crashing on sink-less models." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Unrelated symptoms: Qwen3.5 flash-attention generation regression vs a stale warning about num_return_sequences in paged generate()." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Different failure modes: Gemma 4 processor import error from ReasoningEffort vs a flash_attention AttributeError on s_aux=None." - }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Both involve tokenizer/feature handling, but one is Wav2Vec2 save/tokenization failure and the other is a bare-except bug in FuyuBatchFeature; not the same bug." + "reason": "Different codepaths and failures: Wav2Vec2 save/tokenization problems vs a bare-except bug in Fuyu tensor conversion." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "One is hidden tokenizer error handling when protobuf is missing; the other is leftover dummy classes leaking into API surface. Different bugs." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding resize/post_init reinitialization of output embeddings." - }, - { - "left": "issue:36010", - "right": "issue:37428", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols/modules and different root causes." + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization in post_init." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A trailing-slash local path import warning is unrelated to a tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + "reason": "Local-path slash import warning and tensor-parallel OOM are unrelated load-time issues." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "Dummy nn.Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." + "reason": "Both are import errors, but for different symbols in different modules with different root causes." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "CUDA AMP crash in LwDetrImageLoss is a different issue from flash_attention.py failing on s_aux=None." + "reason": "Different crash sites: LwDetr loss under float16 AMP/CUDA vs flash_attention integration failing on s_aux=None." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime limit and stale generate() warning are distinct bugs." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are different code paths and root causes." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "flash_attention.py crashing on s_aux=None is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Category-count RuntimeError and a stale generate warning are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and Qwen3.5 recurrent-state reset bug are unrelated." + "reason": "Tokenizer special-token registration bug vs recurrent-state reset in Qwen3.5 cache handling; not the same issue." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output differences across v4/v5 are not the same bug as lm_head.weight serialization depending on device." + "reason": "Both are regression reports, but one is generation output drift and the other is tied-weight serialization behavior." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py AttributeError and Gemma4 PLE device mismatch are different failures in different subsystems." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in evaluate and gradient-checkpointing being disallowed in eval mode are distinct behaviors." + "reason": "Embedding dtype drift in eval and gradient-checkpointing restrictions in eval are not the same bug." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Python version incompatibility and DeepSeekV3 implementation divergence are unrelated." + "reason": "Gemma4 processor import failure from mistral_common is unrelated to protobuf decode-error masking." }, { - "left": "issue:43994", + "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 incorrect outputs and RT-DETR memory leaks are different bugs." + "reason": "Dummy Sam3PixelDecoder Conv2d placeholder and RT-DETR memory release are unrelated model issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to DeepseekV3MoE behavior divergence." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType error do not share the same underlying defect." + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes and Wav2Vec2 save/tokenization failures are unrelated tokenizer bugs." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are both tokenizer-related but not the same concrete bug." + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization failures do not share the same underlying bug." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are different failures." + "reason": "FeatureExtractor unsupported-arg crash vs video-input regression across Qwen VL models are different codepaths." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Loading a local model path issue is unrelated to a flash_attn import KeyError on Python 3.13." + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import_utils KeyError are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation regression are distinct issues." + "reason": "Wrong tokenizer decoder type in v5 is a different tokenizer serialization/loading problem than ignoring tokenizer.json from the repo." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "FineGrainedFP8Config loading failure and quantized-model saving failure are different quantization bugs." + "reason": "Gemma eos_token_id config mismatch is not the same as Qwen3.5 flash-attention generation regression." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer issues." + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Fine-grained FP8 model failure and quantized-model save failure are separate quantization bugs." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage and rope-validation TypeError from JSON-loaded list are different code paths." + "reason": "base_model_prefix loading breakage and rope-validation TypeError are different model-loading issues." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are unrelated." + "reason": "MacOS bus error with a CLIP model and SigLIP2 documentation example errors are not duplicates." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "torch.export failing on torch_compilable_check models and Wav2Vec2 save/tokenization failure are different bugs." + "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error with community CLIP and SigLIP2 doc example errors are different problems despite both involving vision models." } ] }, @@ -8477,25 +8480,23 @@ "component_index": 1, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:10000", "issue:15354", - "issue:29127", "issue:29942", "issue:32090", "issue:33357", - "issue:34567", "issue:36010", "issue:41720", "issue:42490", - "issue:43262", + "issue:43065", "issue:43278", "issue:43329", "issue:43334", @@ -8511,8 +8512,9 @@ "issue:43761", "issue:43824", "issue:43873", + "issue:43994", "issue:44186", - "issue:44206", + "issue:44265", "issue:44279", "issue:44442", "issue:44554", @@ -8522,6 +8524,7 @@ "issue:44977", "issue:45072", "issue:45103", + "issue:45198", "issue:45229", "issue:45245", "issue:45372", @@ -8534,26 +8537,27 @@ "issue:45859" ], "soft_pairs": [ - "issue:29127|issue:34567", - "issue:44610|issue:45412", "issue:43421|issue:45491", + "issue:43065|issue:43994", + "issue:44265|issue:45198", "issue:44734|issue:45406", "issue:10000|issue:15354", - "issue:43756|issue:45440", "issue:43873|issue:45229", - "issue:42490|issue:43873", + "issue:44610|issue:45412", + "issue:43756|issue:45440", "issue:43278|issue:43575", + "issue:42490|issue:43873", "issue:45372|issue:45406", - "issue:43723|issue:44554", "issue:43653|issue:44442", + "issue:43723|issue:44554", "issue:41720|issue:45229", - "issue:43526|issue:45834", "issue:43381|issue:43701", - "issue:43761|issue:45859", + "issue:43526|issue:45834", "issue:45440|issue:45593", - "issue:45103|issue:45372", + "issue:43761|issue:45859", "issue:29942|issue:36010", "issue:43278|issue:43329", + "issue:45103|issue:45372", "issue:32090|issue:33357", "issue:43526|issue:44186", "issue:43334|issue:43531", @@ -8561,211 +8565,210 @@ "issue:43824|issue:44279", "issue:43526|issue:44857", "issue:42490|issue:43381", - "issue:43262|issue:44206", "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "59b4504db2ee5db7c9f99ea2a5c9443d75cab6a586bd53b0219b18ccbd20336c", + "prepared_review_unit_hash": "2698eed21a90b76878ee95ffcda29e74321e4421ca179f6d239c391dd4a2c356", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35927, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 + "serialized_chars": 35879, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-paired issues point to different models, APIs, and failure modes, so none of the candidate pairs look like true duplicates.", - "confidence": 0.98, + "summary": "This is a loose bundle of superficially similar issues across many unrelated models and subsystems. I found no true duplicate pairs worth merging; all soft edges are rejected.", + "confidence": 0.87, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the set spans unrelated bugs across tokenizers, multimodal processors, training, inference, and serving.", + "best_issue_reason": "issue:43873 is the most active/open and broadly framed item, but the cluster is too heterogeneous to treat it as a true duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "LayoutLMv3 error messaging for invalid boxes is unrelated to TrainerState token counting." + "reason": "Both touch tokenizer/model internals, but one is runtime special-token post-processing and the other is a Gemma3 NaN embedding bug; different root causes." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Processor image-size mismatch and RT-DETR memory release are different bugs in different code paths." + "reason": "Dummy conv in Sam3PixelDecoder and bad outputs from SigLIP2 are unrelated model bugs." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated failures." + "reason": "torch.export failures with torch_compilable_check and Wav2Vec2 save/tokenization failures are different code paths." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both are in transformers serve, but one is KV-cache indexing and the other is a missing _tokenizer on Gemma4Processor; not the same bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit.generator-expression export failure are different problems." + "reason": "Different models and failures: German DistilBert issue vs torch.jit GeneratorExp export limitation." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are separate model-implementation bugs." + "reason": "Both mention memory, but quantized offloading and multi-GPU CUDA OOM are distinct failure modes." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are distinct resource-management issues." + "reason": "Processor input-size mismatch and RT-DETR memory release/leak are unrelated bugs." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Import warning for local paths has nothing to do with quantization offloading." + "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are different models with different fixes." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Training/eval dtype drift is unrelated to Qwen2-57B tensor-parallel OOM." + "reason": "BF16/FP32 dtype drift in eval and tensor-parallel OOM on Qwen2-57B are unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Missing mistral_common ReasoningEffort import and missing Gemma4Processor tokenizer state are different load-time errors." + "reason": "Trailing-slash import warning is not the same as quantization/offloading behavior." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer loading regression in v5 is unrelated to the MPS attention correctness bug." + "reason": "Gemma4 dependency import error and Gemma4Processor missing _tokenizer are different layers of failure." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer issues." + "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer issues." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Gemma4 OOM are different inference failures." + "reason": "Tokenizer loading regression and MPS attention correctness are unrelated." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Different models and symptoms: Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume checkpoint key mismatch are not the same defect." + "reason": "Gradient checkpointing in eval mode and resume checkpoint key mismatch do not share a root cause." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are unrelated processor bugs." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model-specific issues." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "auto_docstring annotation handling and Gemma4 processor dependency import failure are unrelated." + "reason": "CLIPVisionModel hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention test failures and GenerationMixin import breakage are different issues." + "reason": "FlashAttention test failures and a GenerationMixin import error are not the same underlying problem." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift and multimodal token counting undefined variables are unrelated." + "reason": "Dtype mismatch during eval and undefined variables in multimodal token counting are different subsystems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 dependency imports have no shared code path." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer gpu_broadcast NoneType error and MacOS CLIP bus error are different runtime problems." + "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP loading are unrelated runtime failures." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "These both involve tokenizers, but they affect different models and different failure modes." + "reason": "Beit image label handling and LayoutLMv2 tokenizer NER/padding crashes are different bugs." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are separate model-specific bugs." + "reason": "Missing pad_token_id in Qwen3-VL config and Qwen3-MoE sliding_window behavior are distinct issues." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation and category-cardinality runtime limits are unrelated." + "reason": "Flash-attention generation bug and category-count limit error are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import breakage is not the same as a generic dependency issue." + "reason": "A specific missing Qwen2.5-VL export symbol is not the same as a generic dependency issue." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crashes are unrelated." + "reason": "ImageProcessor label reduction and float16/CUDA loss crashes are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and checkpointing-in-eval are different concerns." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sampling-rate default and LASR center-arg crash are different processor bugs." + "reason": "Local-path import warning and gradient-checkpointing eval guard are unrelated." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different problem classes." } ] }, @@ -8781,13 +8784,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:28218", "issue:29127", @@ -8799,6 +8802,7 @@ "issue:38175", "issue:42907", "issue:42915", + "issue:43262", "issue:43316", "issue:43381", "issue:43441", @@ -8809,7 +8813,6 @@ "issue:43611", "issue:43646", "issue:43701", - "issue:43720", "issue:43761", "issue:43827", "issue:43873", @@ -8818,6 +8821,7 @@ "issue:44077", "issue:44079", "issue:44188", + "issue:44206", "issue:44387", "issue:44442", "issue:44464", @@ -8834,15 +8838,15 @@ "issue:45584", "issue:45588", "issue:45698", - "issue:45759", "issue:45803", "issue:45907" ], "soft_pairs": [ - "issue:42915|issue:43931", - "issue:44062|issue:45907", + "issue:43262|issue:44206", "issue:43575|issue:43701", + "issue:42915|issue:43931", "issue:43575|issue:44387", + "issue:44062|issue:45907", "issue:43441|issue:45588", "issue:44743|issue:44811", "issue:43646|issue:44077", @@ -8851,11 +8855,11 @@ "issue:44464|issue:45491", "issue:33357|issue:38175", "issue:44964|issue:45440", - "issue:43316|issue:43525", "issue:44479|issue:45290", + "issue:43316|issue:43525", "issue:44442|issue:45803", - "issue:43761|issue:44079", "issue:28218|issue:29127", + "issue:43761|issue:44079", "issue:44442|issue:44898", "issue:33290|issue:34567", "issue:42907|issue:45698", @@ -8863,213 +8867,199 @@ "issue:43381|issue:43873", "issue:43931|issue:45216", "issue:43493|issue:43827", - "issue:43761|issue:44188", - "issue:43316|issue:45759", "issue:43550|issue:44743", - "issue:43720|issue:44442" + "issue:43761|issue:44188" ], - "prepared_review_unit_hash": "e7822f73378b8b44dc8a419d203e00c447d612a88847c8bf75358049a2e86bdf", + "prepared_review_unit_hash": "7d45400c51f27cd25e5f6fe7c6e816cac33c5fa54e98e88ee9a22a66962747e5", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36109, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "soft_pair_count": 27, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate or same underlying change; the items span unrelated models, APIs, and failure modes. The strongest standalone issue in this set is the custom-module save/load regression.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45698 is the clearest, most self-contained bug here: a specific save_pretrained/from_pretrained custom-module misresolution with direct user impact and a concrete code path.", + "summary": "The items are mostly unrelated bug reports across different subsystems and models. None of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest, most cross-cutting regression report in the set, so it is the best fallback anchor if these are being forced into one cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most actionable issue candidate overall: it has a concrete reproduction surface, a narrowly scoped failure mode, and is broad enough to matter beyond one model family.", + "best_issue_reason": "issue:43646 is the most general and reusable representative among otherwise disparate reports; it concerns a wide model-init regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Different models and different failures: FineGrainedFP8Config setup vs Qwen3-VL weight-shape mismatch." + "reason": "Different subsystems and failures: audio chat-template sample-rate default vs an image feature-extractor argument error." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Unrelated areas: tokenizer AddedToken construction vs list_repo_files forwarding a revision argument." + "reason": "One is a tensor-parallel load OOM, the other is a resume_from_checkpoint key mismatch; no shared root bug." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "OOM during model load with tensor parallelism is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Different model families and failure modes: FP8 config support vs weight-shape mismatch during loading." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but the causes differ: TP load OOM vs int4 quantization memory growth." + "reason": "Both mention OOM, but one is tp loading and the other is int4 quantization memory growth; distinct causes." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated bugs: AddedToken keyword collision vs list_repo_files not forwarding revision." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a Ministral-3 RC failure and the other is an s_aux=None crash in integrations/flash_attention.py." + "reason": "Both involve flash attention, but the concrete bug differs: Ministral-3 v5 RC failure vs sink-less models crashing on s_aux=None." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state cache reset and Whisper skip_special_tokens decoding are unrelated bugs." + "reason": "Recurrent-state reset in modular Qwen3_5 is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both involve initialization behavior, but one is a general v5 custom model init breakage and the other is a patchtsmixer post_init policy issue." + "reason": "General custom model init regression is not the same as patchtsmixer-specific post_init being disallowed." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 is unrelated to output-embedding reinitialization after resizing embeddings." + "reason": "LayoutLMV3 error-message clarity and token-embedding reinitialization are completely different bugs." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Different features and failure modes: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." + "reason": "Different models and symptoms: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from sliding-window all-padding windows." + "reason": "Chunked generation with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding behavior." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Different vision-model bugs on different hardware/runtime paths: MacOS bus error vs zero probabilities in SigLIP2." + "reason": "Different model families and issues: CLIP MacOS bus error vs SigLIP2 zero probabilities." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal load breakage is unrelated to DeepseekV3MoE implementation divergence." + "reason": "Model loading regression for Phi-4 multimodal is unrelated to DeepseekV3MoE divergence from the remote implementation." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both are API/config issues, but they concern different configs and different missing fields, so not the same bug." + "reason": "Video-input regression across Qwen variants is not the same bug as chat-template crashing on tool-call assistant messages." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to chat-template crashes on assistant tool-call messages." + "reason": "Both are API/config inconsistencies, but they concern different fields and model configs with different fixes." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion swallowing exceptions." + "reason": "Tokenizer loading failure and bare-except exception swallowing are unrelated." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Missing hidden_states in CLIPVisionModel.forward is not the same as ModelOutput key assignment when a previous value was None." + "reason": "Tokenizer spacing bug vs LayoutLMV3 error-message clarity; no shared underlying code path." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer spacing after added tokens has nothing to do with LayoutLMV3 error-message clarity." + "reason": "Hidden_states not returned from CLIPVisionModel.forward is a different bug from ModelOutput key assignment when a prior value was None." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to Perceiver non-default-resolution interpolation failure." + "reason": "Different image/text model loading and interpolation-related classification failures." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and TrainerState token-count tracking are different subsystems and different bugs." + "reason": "OOM with Adafactor/DeepSpeed and TrainerState token-count tracking are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models failing is distinct from loading the wrong custom module after save_pretrained." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load problems." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but one is Llama 3.2 Vision-specific and the other is a base_model_prefix handling change in v5." + "reason": "Both concern loading, but one is a Llama 3.2 Vision-specific regression and the other is a broad base_model_prefix handling break." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are unrelated behaviors." + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate training/runtime behaviors." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load is not the same as Qwen3.5 save_pretrained producing an incorrect checkpoint." + "reason": "Weight-shape mismatch loading a Qwen3-VL model is not the same as incorrect checkpoint saving for Qwen3.5." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and stale pipeline documentation are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression is separate from attention-kernel divergence under torch.compile." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for Qwen multimodal configs." + "reason": "SigLIP2 implementation parity vs docs still referencing removed pipeline() APIs are unrelated." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to recurrent states resetting with cache in Qwen3.5." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing to load a tokenizer class." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to Qwen3_5 recurrent-state reset with cache." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing to load a tokenizer class." + "reason": "CLIPVisionModel hidden-states behavior and attention-kernel divergence under torch.compile are different concrete bugs." } ] }, @@ -9085,13 +9075,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:25251", "issue:28282", @@ -9106,7 +9096,6 @@ "issue:41628", "issue:41950", "issue:42617", - "issue:43065", "issue:43295", "issue:43316", "issue:43404", @@ -9119,262 +9108,262 @@ "issue:43643", "issue:43701", "issue:43716", + "issue:43720", "issue:43825", "issue:43873", "issue:44077", "issue:44162", "issue:44190", + "issue:44442", "issue:44479", "issue:44496", "issue:44514", "issue:44568", - "issue:44617", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", - "issue:45127", "issue:45137", - "issue:45200", "issue:45372", "issue:45479", "issue:45584", - "issue:45656" + "issue:45656", + "issue:45759" ], "soft_pairs": [ - "issue:41628|issue:45372", + "issue:43316|issue:45759", + "issue:43720|issue:44442", "issue:32090|issue:33290", + "issue:41628|issue:45372", "issue:44568|issue:45479", "issue:34689|issue:36010", "issue:43873|issue:44871", - "issue:44077|issue:44479", "issue:44190|issue:44496", + "issue:44077|issue:44479", "issue:43643|issue:44913", "issue:44855|issue:45137", "issue:29127|issue:33357", "issue:33290|issue:34689", "issue:33290|issue:45656", - "issue:43316|issue:44877", "issue:43540|issue:44514", - "issue:43316|issue:43716", + "issue:43316|issue:44877", "issue:43404|issue:43441", - "issue:43295|issue:43825", + "issue:43316|issue:43716", "issue:44162|issue:44792", + "issue:43295|issue:43825", "issue:25251|issue:28282", - "issue:41950|issue:43475", "issue:43550|issue:43701", + "issue:41950|issue:43475", "issue:43606|issue:43701", "issue:44871|issue:45584", - "issue:43065|issue:44617", - "issue:43295|issue:44871", - "issue:45127|issue:45200", "issue:42617|issue:43575", - "issue:33290|issue:35141", - "issue:33290|issue:36331" + "issue:43295|issue:44871", + "issue:33290|issue:36331", + "issue:33290|issue:35141" ], - "prepared_review_unit_hash": "1821a0ca5a157d270620c78e4af693373b27692579206bd3dc42a1ba1b5d6b47", + "prepared_review_unit_hash": "4c5832425fa4267ae1ebccd76fe3fc42ba092ff6bd0d6299cda13267ad03ca2d", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36524, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36023, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the suggested soft pairs span unrelated bugs (imports, configs, deepspeed/optimizer behavior, vision/video processor issues, and model-specific regressions). None look like the same underlying issue, so there is no meaningful canonical duplicate target here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the items span unrelated import errors, model/config regressions, pipeline bugs, training issues, and deepspeed/offloading problems. I did not find any soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43873 is the broadest, most central open report in the set and has the most inbound references; it is a better cluster anchor than the many narrow, unrelated symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43873 is the most representative and actionable issue among a set of otherwise unrelated bugs, with multiple references and a general problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model APIs, but they concern different models and different failures: Gemma3TextConfig parity vs Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both are import errors, but for different symbols and different failure paths: AutoImageProcessor vs ReasoningEffort/Gemma 4 processor loading." + "reason": "Packed-weight loading during accelerate is unrelated to AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer/_gpu_broadcast_one NoneType handling is unrelated to the Adafactor+DeepSpeed OOM report." + "reason": "Trainer NoneType broadcast errors and Deepspeed Adafactor OOM are different failure modes with different root causes." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages; they do not indicate the same bug." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer BOS/EOS insertion regression is unrelated to a zero-loss classification bug with num_labels=1." + "reason": "Tokenizer special-token insertion regression is unrelated to the degenerate zero-loss sequence-classification bug." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model loading for Llama 3.2 Vision is not the same bug as failing to import GenerationMixin." + "reason": "Model loading regression for Llama 3.2 vision is not the same as a GenerationMixin import-path break." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma 3 eos_token_id config mismatch are different problems." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id config mismatch are separate issues." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "A model's optional post_init restriction is unrelated to the Qwen video-input regression." + "reason": "A local dataset-loading example issue is unrelated to an unrecognized model/config.json problem." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to config.json lacking a model_type." + "reason": "PatchTSTMixer post_init constraints and Qwen video-input regression are different model-specific bugs." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code config field loss is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "AutoConfig trust_remote_code field loss and GPTNeoX rotary_pct reload behavior are unrelated config issues." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and a MacOS bus error with CLIP are different failures and code paths." + "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are different problems." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are not the same issue." + "reason": "Adafactor OOM under Deepspeed and Llama 3.2 vision model loading break are unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "OOM from Adafactor in DeepSpeed is distinct from optimizer.step being called twice." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Gemma3TextConfig API inconsistency is not the same as strict config loading rejecting granite_speech." + "reason": "Both mention Deepspeed, but one is an OOM report and the other is double optimizer stepping; they are not the same bug." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input validation failure differs from batched apply_chat_template crashing with padding=False." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched chat-template crash differ in code path and symptom." }, { "left": "issue:43316", - "right": "issue:43716", + "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are unrelated." + "reason": "Gemma3TextConfig API parity and granite_speech strict-config loading are different configuration bugs." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head tying in Mistral3ForConditionalGeneration is unrelated to a FlashAttention failure in Ministral-3." + "reason": "A tied-weights bug in Mistral3 conditional generation is not the same as a FlashAttention failure in Ministral-3." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to an error-message wording issue in pipeline()." + "reason": "Gemma3TextConfig API discrepancies and image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage is a separate problem from a janus model test failure." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific issues." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to a missing-PyTorch ImportError." + "reason": "processor.tokenizer regression and pipeline translation-task messaging are different pipeline issues with different fixes." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Video-classification pipeline selecting image processors is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." + "reason": "Pipeline top_k nesting behavior has nothing to do with missing PyTorch import errors." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are different code-path bugs." + "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and SAM 3 Video missing attribute are different video-model bugs." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id config inconsistency is unrelated to Whisper empty-transcription generation failure." + "reason": "Gemma-3 eos token inconsistency and Whisper empty-transcription failure are separate generation/tokenization bugs." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same defect." + "reason": "A script execution problem and an OOM when tensor-parallel loading Qwen2-57B are not the same bug." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom model processor/tokenizer regression is unrelated to Gemma eos_token_id mismatch." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B-A14B with tp are different issues." + "reason": "A processor/tokenizer regression and an eos_token_id config mismatch do not share the same root cause." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:36331", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to embedding reinitialization in post_init." + "reason": "Deepspeed OOM with Adafactor and CustomTrainer kwarg incompatibility are different training issues." }, { "left": "issue:33290", - "right": "issue:36331", + "right": "issue:35141", "accept": false, - "reason": "OOM in DeepSpeed does not match the unexpected num_items_in_batch argument in CustomTrainer.compute_loss." + "reason": "Optimizer OOM and token-embedding reinitialization on post_init are unrelated." } ] }, @@ -9390,13 +9379,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 30, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:41720", "issue:43065", @@ -9405,6 +9394,7 @@ "issue:43388", "issue:43452", "issue:43504", + "issue:43550", "issue:43575", "issue:43646", "issue:43673", @@ -9418,7 +9408,6 @@ "issue:44077", "issue:44190", "issue:44242", - "issue:44462", "issue:44479", "issue:44496", "issue:44521", @@ -9435,6 +9424,7 @@ "issue:44964", "issue:44977", "issue:45127", + "issue:45200", "issue:45245", "issue:45290", "issue:45357", @@ -9444,13 +9434,14 @@ "issue:45600", "issue:45698", "issue:45803", - "issue:45907", "issue:46050" ], "soft_pairs": [ + "issue:43065|issue:44617", + "issue:45127|issue:45200", "issue:43761|issue:44479", - "issue:43232|issue:43388", "issue:43575|issue:43742", + "issue:43232|issue:43388", "issue:43452|issue:44496", "issue:44871|issue:46050", "issue:43646|issue:44913", @@ -9459,129 +9450,141 @@ "issue:43761|issue:44242", "issue:44077|issue:44534", "issue:44479|issue:44734", - "issue:43065|issue:44610", "issue:44792|issue:44977", - "issue:44617|issue:45584", "issue:43906|issue:45290", - "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:43065|issue:44610", "issue:44190|issue:44964", + "issue:43827|issue:43994", "issue:43931|issue:44060", "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44855|issue:45588", "issue:44792|issue:45600", - "issue:44737|issue:45803", - "issue:45127|issue:45357", "issue:43335|issue:44855", + "issue:45127|issue:45357", + "issue:44737|issue:45803", "issue:44521|issue:45381", - "issue:44462|issue:45907" + "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "6caa613ec1e032fd16ce132c788db3eb7cc16e29d1669bfa5acb80adf82abd59", + "prepared_review_unit_hash": "4ca70e53f6df09f44b36a07851d031a91c140027f1a990c37af144e4c01067b3", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36022, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "soft_pair_count": 29, + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the issues span unrelated loading, generation, multimodal, config, and tooling regressions. All soft edges should be rejected; the similarities are mostly broad subsystem overlap.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and does not share one underlying bug or change.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports spanning model loading, generation, multimodal preprocessing, and config/regression issues. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 44521 is the most active and externally referenced item in the set, and it describes a concrete, user-facing multimodal bug. It is the best representative of this mostly heterogeneous cluster, even though the other issues are not true duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 45698 is the broadest save/load regression, but it is not a safe canonical for the cluster.", + "best_issue_reason": "44521 has the strongest signal for triage: open, active discussion, inbound references, and a narrowly described reproducible failure. It is the clearest standalone issue in the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both are model regressions, but CLIP hidden-states behavior and Qwen VL video-input behavior are different code paths and bugs." + "reason": "Different Sam3 problems: a dummy Conv2d placeholder vs CUDA OOM in video inference. Same family, not the same bug." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA merge/extended-vocab collapse; the other is Gemma 4 missing mm_token_type_ids defaults. Different code paths and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are unrelated failures." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen multimodal video-input regression." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Qwen2 TP OOM and MobileLLM key-error loading are distinct load-time problems with different causes." + "reason": "Qwen2 tensor-parallel OOM and MobileLLM config key error are unrelated load failures." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric label gathering are different utilities with different failure modes." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling and missing model_type config both affect loading, but they are different mechanisms and fixes." + "reason": "Both are loading issues, but one is gguf/AutoTokenizer handling and the other is missing model_type in config.json." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Token-ID mismatch on Gemma-3 and quantized model reload breakage are separate save/load issues." + "reason": "Gemma eos_token_id mismatch is not the same as sinq quantization save/load breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic v5 custom init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are different bugs." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "BEiT legacy-field preset loading and wrong custom-module loading after save_pretrained are different defects." + "reason": "Legacy pretrained-field loading for BEiT is distinct from wrong custom-module resolution after save_pretrained." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/generation, but one is missing cache in GenerationMixin and the other resets recurrent state in Qwen modular code." + "reason": "Missing GenerationMixin cache in v5 chunked_prefill is different from Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Hidden_states missing in CLIPVision and missing MoE load-balancing loss are unrelated behaviors." + "reason": "Hidden-states output regression and load-balancing-loss omission are unrelated model behaviors." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer junk are different v5 regressions." + "reason": "A post_init policy change for patchtsmixer is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen VL video-input regression and serve KV-cache indexing crash are not the same bug." + "reason": "Both involve generation regressions, but one is model video-input processing and the other is serving KV-cache tensor indexing." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo 640px-vs-224px mismatch are unrelated model/processor issues." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are separate model-specific issues." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different failures." + "reason": "An isolated reproduction of another issue is not the same as chat-template crashes on tool-call assistant messages." }, { "left": "issue:44617", @@ -9590,82 +9593,82 @@ "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "The first is only a reproduction of another issue; the second is a tool-call empty-content crash, so there is no clear same underlying bug." + "reason": "Sam3PixelDecoder dummy layer and OmDet processor/model input-size mismatch are different vision bugs." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Docs still referencing pipeline() and Siglip2 producing nonsense with AutoModel/pipeline are different problems." + "reason": "Local dataset loading failure in a training script is unrelated to Phi-4 multimodal model loading regression." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Local dataset loading in an example script and Phi-4 multimodal model loading are unrelated." + "reason": "Documentation still mentioning pipeline() is not the same as Siglip2 producing bad outputs via AutoModel/pipeline." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different tensor/config bugs." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warning are different configuration/model-structure problems." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 and rotary_pct not persisting on GPTNeoX reload are unrelated." + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on A800 device mapping and category-count limit are entirely different errors." + "reason": "A800 cudaErrorAssert during Qwen3 auto-device-mapping is not the same as the categories limit runtime error." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing failure and flash_attention s_aux=None crash are unrelated." + "reason": "Python 3.13 TorchScript parsing/IndentationError and flash-attention sinkless-model AttributeError are unrelated." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure and stale auto_mappings references to removed configs are different issues." + "reason": "Janus image-generation test failure is not the same as stale auto_mappings references breaking CI." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "CPU arange device placement and bare-except swallowing errors are unrelated code defects." + "reason": "Sparse layer creation on a single-layer SwitchTransformers model is unrelated to Python 3.13 decorator parsing." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocabulary and incorrect visual encoder keys on save_pretrained are separate save/load regressions." + "reason": "LoRA/extended-vocab collapse is distinct from Qwen3.5 visual encoder save_pretrained key regression." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and a Deberta Python 3.13 parse/import error are unrelated." + "reason": "XLNet CPU arange performance bug and Fuyu bare-except error handling issue are different code paths." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks and wrong vision_position_ids are both multimodal, but they affect different template-generation paths." + "reason": "Assistant-mask generation for multimodal templates is different from Qwen2.5-VL video vision_position_ids regression." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Ignoring tokenizer.json and not forwarding revision in list_repo_files are different repository/file-loading bugs." + "reason": "Bamba SDPA/torch.compile failure is unrelated to the local dataset loading script problem." } ] }, @@ -9681,13 +9684,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 31, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:35141", "issue:36246", @@ -9702,7 +9705,6 @@ "issue:43404", "issue:43479", "issue:43540", - "issue:43550", "issue:43644", "issue:43650", "issue:43976", @@ -9712,9 +9714,9 @@ "issue:44190", "issue:44220", "issue:44246", + "issue:44462", "issue:44464", "issue:44496", - "issue:44561", "issue:44683", "issue:44734", "issue:44855", @@ -9735,12 +9737,13 @@ "issue:45600", "issue:45632", "issue:45803", + "issue:45907", "issue:46082", "issue:46121" ], "soft_pairs": [ "issue:43976|issue:44855", - "issue:43550|issue:44190", + "issue:44462|issue:45907", "issue:44938|issue:45542", "issue:43540|issue:44734", "issue:44077|issue:44877", @@ -9749,222 +9752,208 @@ "issue:44112|issue:45600", "issue:43335|issue:44190", "issue:46082|issue:46121", - "issue:43650|issue:44220", "issue:39692|issue:44190", "issue:44496|issue:45803", + "issue:43650|issue:44220", "issue:36246|issue:41628", "issue:43479|issue:45375", "issue:45276|issue:45584", "issue:45245|issue:45584", + "issue:44186|issue:44734", "issue:43295|issue:45276", "issue:44464|issue:45563", - "issue:44186|issue:44734", - "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:43404|issue:45216", + "issue:38175|issue:43065", "issue:44933|issue:45362", + "issue:43404|issue:45216", "issue:44246|issue:45003", - "issue:44734|issue:45632", "issue:36246|issue:38617", - "issue:44561|issue:45632", - "issue:45563|issue:45584" + "issue:44734|issue:45632" ], - "prepared_review_unit_hash": "41da554b8ccff6d4cee40e8eef8a5f5055033148d50fa35734f8e9be9b9963db", + "prepared_review_unit_hash": "1c8173452e0c45070dbbdbac39c31429a532bf00fe673c216f74646cfa332b5c", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36448, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "soft_pair_count": 27, + "serialized_chars": 35852, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs, with only a few weakly similar import/config/runtime issues. None of the provided soft pairs look like true duplicates or the same underlying code-path fix.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45276 is the clearest, most concrete bug report in the cluster: it names the affected API, the observed resize_token_embeddings failure, and the impacted model behavior. It is a better anchor than narrower or more speculative reports.", + "summary": "This cluster is mostly a loose semantic group of unrelated Transformers issues. A few pairs share a broad theme (import errors, config validation, generation/token-resize regressions), but they do not look like the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:36246 is the broadest and most central import-regression report in the set; if a single issue must represent the cluster, this is the closest fit among the weak import-related matches.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest standalone issue because it is specific, reproducible, and clearly actionable, while still being concise enough to represent the nearest real bug theme in this set.", + "best_issue_reason": "issue:36246 is the most representative user-facing breakage in the cluster, but only as a loose anchor for the import-error mini-theme; the cluster as a whole is too heterogeneous for a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both mention Python-version breakage, but one is a package load problem and the other is an IndentationError from a scripted model file; different failure modes and fixes." + "reason": "Both are import/runtime failures, but one is a package load/version issue and the other is a Python 3.13 parser failure in a different model path." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Unrelated problems: SDPA/torch.compile model failure versus local dataset loading in an example script." + "reason": "One is about AutoTokenizer ignoring tokenizer.json; the other is about forwarding revision in list_repo_files. Same repo area, different bug." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are different import/runtime issues." + "reason": "These are separate load failures: general Python 3.14 import breakage vs missing TensorFlow backend handling when only tensorboard is installed." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different concrete bugs and code paths: Qwen3OmniMoe video processing versus serve KV-cache continuation indexing." + "reason": "Different code paths: Qwen3OmniMoe video-input validation versus transformers serve KV-cache continuation tensor indexing." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both involve config validation, but they target different models and different behaviors; not the same bug." + "reason": "One concerns patchtsmixer post_init handling; the other is strict config loading for granite_speech. Not the same underlying bug." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Resize/tied-weights behavior is unrelated to a trailing-slash local model import warning." + "reason": "Embedding reinitialization after token resize is unrelated to the trailing-slash local-model import warning." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are unrelated." + "reason": "One is junk-filled non-persistent buffers; the other is GPTNeoX rotary_pct not persisting on reload. Similar persistence theme, different issue." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both affect CI, but one is a GraniteSpeech device test and the other is an auto-mappings reference cleanup; not the same underlying issue." + "reason": "Both are CI failures, but they stem from different files and different regressions in GraniteSpeech vs auto_mappings." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config construction and local dataset loading are unrelated." + "reason": "SwitchTransformers sparse-layer construction is unrelated to a local dataset loading failure in an image-classification script." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are config-validation-related, but one is a Llama head_dim constraint and the other is rope-parameter list handling; different fixes." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "A placeholder issue title and an audio feature extraction bug are not the same underlying problem." + "reason": "Different config-validation bugs: Llama head_dim divisibility handling versus convert_rope_params_to_dict type handling for a JSON-loaded list." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation example errors versus dataset loading failure; different scope and root cause." + "reason": "SigLIP2 doc/example errors are not the same as local dataset loading failures in the image-classification example." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Unrecognized model loading and a bare-except swallowing errors are unrelated." + "reason": "An unrecognized model/config error is unrelated to the bare-except tensor conversion bug in FuyuBatchFeature." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The \"ADD THE DATA\" issue is not a concrete technical match for the fbank feature extraction bug." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate one shared fix." + "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config bugs in different model families; one is default subconfig initialization, the other is strict-field dropping." + "reason": "Default config construction when None is passed is different from a strict-schema field being dropped." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embedding/output-embedding behavior is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Token-embedding resize behavior is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crashes are a different tokenizer bug than KV-cache continuation in serve." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are different code paths and fixes." + "reason": "Processor/tokenizer regression with images is not the same as Gemma4 resize_token_embeddings not affecting outputs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled chunked generation inconsistency and a stale paged-generate warning are not the same bug." + "reason": "Chunked generation inconsistency under compiled forward is a different bug from the stale num_return_sequences warning." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer batching/padding crashes and serve KV-cache indexing errors are unrelated." + "reason": "Both touch flex_attention, but one is a compiled failure on torch>=2.9 and the other is a wrong version check for AuxRequest import." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model bugs." + "reason": "SigLIP2 zero-probability output and a dummy Conv2d in Sam3PixelDecoder are unrelated model issues." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Both touch flex_attention, but one is a compile-time failure on newer torch and the other is a version-check/import gate bug; not mergeable as one fix." + "reason": "A nonexistent import from image_utils is unrelated to a Qwen3.5 chat crash." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3 and Qwen3.5 checkpoint saving are different model-specific issues." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Missing image_utils import and a Qwen3.5 chat crash are unrelated." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is a different regression from Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import latency and unsafe sys.modules access are different issues." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "Serve KV-cache continuation indexing and trust_remote_code cache-path collisions are unrelated." + "reason": "Slow import timing and unsafe sys.modules access are related to import behavior but not the same concrete bug." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they refer to different missing names and likely separate export defects." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Removal of a helper breaking trust_remote_code and cache-path collisions are different problems." + "reason": "Both are import failures, but they are missing different names from different modules, so they should not be merged." }, { - "left": "issue:45563", + "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "A stale warning and a Whisper generation failure are not the same underlying bug." + "reason": "Token resize/output-embedding handling does not match the Whisper empty-transcription failure; different models and code paths." } ] }, @@ -9980,13 +9969,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 32, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:41950", "issue:42175", @@ -10019,7 +10008,7 @@ "issue:44351", "issue:44368", "issue:44496", - "issue:44779", + "issue:44561", "issue:44933", "issue:44964", "issue:45020", @@ -10030,31 +10019,33 @@ "issue:45335", "issue:45357", "issue:45405", + "issue:45563", "issue:45584", "issue:45593", "issue:45600", "issue:45632", - "issue:45759", - "issue:45812" + "issue:45759" ], "soft_pairs": [ + "issue:44561|issue:45632", "issue:43643|issue:44496", - "issue:44964|issue:45600", + "issue:45563|issue:45584", "issue:44112|issue:44964", - "issue:41950|issue:44016", + "issue:44964|issue:45600", "issue:43854|issue:44964", - "issue:42490|issue:45632", "issue:42907|issue:43441", + "issue:41950|issue:44016", + "issue:42490|issue:45632", "issue:43673|issue:44336", "issue:43388|issue:43688", - "issue:44016|issue:44220", "issue:43531|issue:45600", + "issue:44016|issue:44220", "issue:43295|issue:45335", - "issue:42175|issue:44279", "issue:43526|issue:43901", - "issue:43299|issue:45216", - "issue:44496|issue:45042", + "issue:42175|issue:44279", "issue:43335|issue:45593", + "issue:44496|issue:45042", + "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:43381|issue:45593", "issue:43901|issue:44496", @@ -10066,217 +10057,222 @@ "issue:44242|issue:45200", "issue:44351|issue:45278", "issue:43479|issue:43525", - "issue:43824|issue:44933", - "issue:44779|issue:45812" + "issue:43824|issue:44933" ], - "prepared_review_unit_hash": "a10dfe806e94729ffe59f0f15481ce947d5e19bf8222831368eaa0928efb2709", + "prepared_review_unit_hash": "b05c1e06548bea61e714d57b20a7255fa958864141f7d39836788ad023539955", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36690, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "soft_pair_count": 31, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of Transformers regression reports around model loading/import/export behavior, plus a few unrelated config, training, and docs issues. No soft pair looks like a clear duplicate on the evidence provided.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45020 is the best umbrella-style issue: it frames the broad recent-version regression theme affecting remote-code/custom models, which is the closest common thread across many of the loading/import failures in this set.", + "summary": "This cluster is heterogeneous: it spans unrelated loading, config, generation, preprocessing, and training bugs. None of the soft pairs look like the same underlying fix, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical issue: the set is not a duplicate cluster, but a mix of separate regressions and feature bugs across different model families and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative global issue because it is broad enough to subsume multiple model-loading breakages without being tied to a single model family.", + "best_issue_reason": "Issue 45020 is the broadest representative of the repeated version-regression / model-loading failures, but it is still too generic to serve as a real canonical for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one is a removed helper causing model code breakage and the other is a local-cache path collision. Different bugs and code paths." + }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/loading failures, but one is a missing field from trust_remote_code AutoConfig and the other is an unrecognized model/config type; different underlying bugs." + "reason": "Both are config/loading failures, but one is missing fields from AutoConfig with trust_remote_code and the other is an unrecognized model due to a missing model_type. Not the same bug." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "One is a specific model-load failure, the other is a CI break from stale autogenerated mappings; related area, not the same bug." + "reason": "Paged generation warning vs Whisper empty-transcription failure are unrelated generation issues." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI device-override test failure and model loading failure are unrelated." + "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal load failure. Different models and failure modes." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + "reason": "Phi-4 multimodal loading bug vs stale auto_mappings reference to removed Sam3LiteText configs. Separate breakages." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and different failure modes; not the same underlying defect." + "reason": "Different multimodal import/load problems affecting different classes and symbols; no shared concrete code path." }, { - "left": "issue:42490", - "right": "issue:45632", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Both involve local/trust_remote_code path handling, but one is a trailing-slash import warning and the other is a cache-path collision for same leaf names; not clearly the same bug." + "reason": "Saving dequantized Ministral/Devstral models is not the same as FlashAttention load failure for Ministral-3." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup bug vs a notebook syntax error. No overlap in underlying issue." + }, + { + "left": "issue:42490", + "right": "issue:45632", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention load failures are distinct issues." + "reason": "Both mention local-model loading, but one is a trailing-slash import warning and the other is a trust_remote_code cache key collision. Different root causes." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache/chunked_prefill and ANSI color output in loading_report are unrelated." + "reason": "Generation cache regression vs ANSI color output in loading_report. Unrelated subsystems." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Different code paths." + "reason": "Metric gathering drops tuple labels vs auxiliary-loss normalization. Different training bugs." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction issue; unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs removed auto_mappings config references. Different areas and fixes." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and removed Sam3LiteText auto-mapping references are unrelated." + "reason": "Notebook syntax error vs fbank feature extraction issue. Not the same bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings not propagating to decoder.embed_tokens are different bugs." + "reason": "Processor.tokenizer / image-to-tokenizer regression vs resize_token_embeddings not updating decoder embeddings. Different code paths." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Generic dependency/install backend issue vs vague dependency issue; too broad to be the same concrete bug." + "reason": "BEiT fast image processor label reduction bug vs documentation mismatch in text classification pipeline. Not duplicates." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "ImageProcessorFast label reduction bug and docs about return_all_scores are unrelated." + "reason": "Missing TensorFlow in an extras install vs a vague dependency issue. Too generic and not clearly the same defect." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Both are Qwen3.5-related regressions, but one is model loading and the other is incorrect save_pretrained output; not the same bug." + "reason": "SwitchTransformers sparse-layer construction bug vs D-FINE auxiliary-loss omission. Different models and logic." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config import failure vs PIL backend requiring torchvision; unrelated." + "reason": "Unrecognized model/config problem vs PIL backend incorrectly requiring torchvision. Separate failures." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "SwitchTransformers sparse-layer initialization and D-FINE auxiliary-loss handling are unrelated." + "reason": "Qwen3VL MoE loading regression vs Qwen3.5 save_pretrained checkpoint corruption. Load-time and save-time bugs are different." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and a tie_word_embeddings warning are not the same issue." + "reason": "SGD argument handling vs tie_word_embeddings warning. No shared underlying issue." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE loss computation are unrelated." + "reason": "Gradient checkpointing in eval mode vs D-FINE loss handling. Unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores vs unrecognized model import failure; not the same bug." + "reason": "Docs/behavior mismatch for return_all_scores vs model-type/config loading failure. Different artifacts." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same model family, but one is loading failure and the other is incorrect visual-encoder keys on save; different code paths." + "reason": "Qwen3.5/3.6 multimodal config loading regression vs incorrect visual encoder keys on save_pretrained. Related family, but different concrete bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation failure are unrelated." + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure. Different subsystems." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Missing model_type for a specific repo and AutoModelForCausalLM not unwrapping text_config are different composite-config issues." + "reason": "Missing model_type / unrecognized model vs AutoModelForCausalLM.from_config not unwrapping text_config. Related configs, but not the same failure." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support breakage and a bumped PEFT minimum version are unrelated." + "reason": "Python version compatibility issue vs PEFT version requirement bump. Not the same bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline looking for image processors is a specific pipeline bug, not the broader remote_code regression described here." + "reason": "Pipeline processor lookup bug vs broad remote_code regression. Same library, but different concrete code paths and symptoms." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission and Gemma 4 token-type defaults are different training/model-input bugs." + "reason": "Load balancing loss omission vs mm_token_type_ids defaulting. Different model-training behaviors." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A single missing top-level import and a broad report of many import errors after upgrade may be related, but the evidence is not enough to call them the same concrete bug." + "reason": "A specific missing import symbol vs a broad report of many import errors after upgrade. Too coarse to treat as one exact bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4 multimodal default config initialization and missing pad_token_id on Llama4Config are distinct config defects." + "reason": "Phi4Multimodal config defaulting bug vs Llama4Config missing pad_token_id. Different config classes and fields." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import failures, but they concern different symbols and modules; not clearly the same underlying breakage." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization paths." + "reason": "Missing exported Qwen2_5_VL symbol vs nonexistent image_utils import. Both are import errors, but not the same symbol or code path." } ] }, @@ -10292,13 +10288,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 33, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:32090", "issue:35141", @@ -10314,7 +10310,6 @@ "issue:43450", "issue:43577", "issue:43650", - "issue:43653", "issue:43854", "issue:43901", "issue:43976", @@ -10337,251 +10332,244 @@ "issue:45081", "issue:45216", "issue:45276", - "issue:45290", "issue:45325", "issue:45397", "issue:45405", "issue:45542", - "issue:45593", "issue:45600", "issue:45712", + "issue:45812", "issue:45823", "issue:45834", - "issue:45907" + "issue:45907", + "issue:46132" ], "soft_pairs": [ "issue:44683|issue:45542", "issue:41950|issue:45823", + "issue:44779|issue:45812", "issue:43577|issue:45216", - "issue:38175|issue:44617", "issue:44016|issue:44062", - "issue:43299|issue:43854", "issue:32090|issue:35141", + "issue:38175|issue:44617", "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43650|issue:46132", "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:44462|issue:45081", - "issue:41950|issue:43650", "issue:43976|issue:44987", "issue:43976|issue:44279", - "issue:45081|issue:45907", + "issue:41950|issue:43650", "issue:44297|issue:44462", + "issue:45081|issue:45907", "issue:44521|issue:45325", - "issue:43450|issue:44279", "issue:43441|issue:45834", + "issue:43450|issue:44279", "issue:45600|issue:45712", - "issue:43065|issue:44898", "issue:42994|issue:43317", - "issue:44261|issue:44263", + "issue:43065|issue:44898", "issue:44466|issue:45276", "issue:44623|issue:45397", "issue:44623|issue:44749", - "issue:43441|issue:44683", - "issue:43650|issue:45290", - "issue:43653|issue:45593" + "issue:44261|issue:44263" ], - "prepared_review_unit_hash": "105c3ba49360d926550940e0942240098b799e23722486e73f2b3f6366c78adc", + "prepared_review_unit_hash": "1eed8f9f147ce4d490027128c20218ca1d2fc0c1742e2f917ab23ea31970249a", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36464, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35562, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, serialization, docs, CI, and attention-kernel issues. I found no convincing duplicate chain or shared underlying bug/change across the soft pairs.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the items are too diverse to share one underlying defect.", - "canonical_pr_reason": null, - "best_issue_reason": "None of these issues is a strong global canonical. If forced to pick a stand-in, 44521 is the most active/concrete, but it still does not unify the cluster.", - "best_pr_reason": null, + "summary": "The cluster is highly heterogeneous: most items are unrelated regression reports across tokenizers, vision/video processors, quantization, docs, and model-loading paths. None of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the items span many different subsystems and concrete failures rather than one underlying bug.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "If one issue must represent the cluster, issue:45812 is the strongest candidate as a clear, high-impact tokenizer regression with broad model impact; still, it is not a true cluster-wide canonical because the rest are mostly unrelated.", + "best_pr_reason": "No pull requests are present in the provided items.", "soft_edge_verdicts": [ { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Different problems: compiled flex_attention on torch>=2.9 vs tensorboard installed without TensorFlow." + "reason": "Different failures: flex_attention on torch>=2.9 versus tensorboard/TensorFlow backend setup." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup bug and Gemma4 device-mismatch forward bug are unrelated." + "reason": "Video-classification processor lookup bug and Gemma4 device-mismatch bug are unrelated code paths." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression affect different code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different root causes." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated symptoms and fixes." + "reason": "One is a dtype-loading issue in BLIP2; the other is a save_pretrained regression for Qwen3.5 checkpoints." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is not the same underlying bug as AddedToken argument collision." + "reason": "Notebook syntax error and AddedToken keyword conflict are distinct problems." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "These are different model-load failures for different models and mechanisms." + "reason": "Trainer gpu_broadcast TypeError is unrelated to token embedding resize/reinit behavior." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Trainer gpu_broadcast NoneType error is unrelated to token-embedding resize/post_init reinitialization." + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are completely different symptoms and code paths." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both touch docs, but they are separate documentation issues with different behavior changes." + "reason": "Both mention docs, but one is a SigLIP2 multimodal example failure and the other is a TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading regressions for different architectures; no shared underlying bug is evident." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder issue text versus AttentionInterface behavior change; not the same bug." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + "reason": "Generic dependency issue and a PEFT minimum-version bump are not the same underlying problem." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but they are different regressions in different APIs and code paths." + "reason": "These are separate tokenizer regressions affecting different APIs and models." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Mistral regex patch crash." - }, - { - "left": "issue:41950", - "right": "issue:43650", - "accept": false, - "reason": "Video-classification processor bug and placeholder 'ADD THE DATA' issue are unrelated." + "reason": "Repository tokenizer precedence and Mistral regex patch crash are different tokenizer-loading defects." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility bug and model-loading failure are distinct issues." + "reason": "Python-version compatibility issue and specific model-load failure are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python 3.9+ incompatibility is unrelated to a dependency issue with transformers." + "reason": "Python support regression is not the same as a dependency-version complaint." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are different code paths." + "reason": "Video pipeline bug and placeholder issue text do not match." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as AutoTokenizer ignoring repository tokenizer.json." + "reason": "Tokenizer save metadata mismatch and AutoTokenizer ignoring tokenizer.json are different serialization/load bugs." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Both are multimodal, but assistant-mask generation and rope-index scaling are different bugs." + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to a dependency issue." + "reason": "Both are multimodal, but one is assistant-mask generation and the other is rope index scaling." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different issues." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Stale auto_mappings references and leftover dummy classes are separate repository hygiene issues." + "reason": "Video processor shape bug is unrelated to a dependency issue." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default-resolution failure." + "reason": "Both touch repo maintenance, but one is stale auto_mappings references and the other is leftover dummy classes; not the same bug." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving and dequantized model loading/offload are different problems." + "reason": "Quantized-model save failure and dequantized-model device_map offload load failure are distinct paths." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "RMS norm epsilon precision issue and torch.split return-values issue are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Device-dependent lm_head serialization differs from gemma4 resize_token_embeddings behavior." + "reason": "Both involve embeddings/weights, but one is device-dependent serialization and the other is Gemma4 resize_token_embeddings propagation." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor.save_pretrained files and gemma-4 zero3 from_pretrained are distinct failures." + "reason": "Processor save_pretrained missing files and Gemma4 zero3 from_pretrained are different save/load problems." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file omissions are unrelated to the Chinese-language performance regression." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "FlashAttention and compiled flex_attention failures are different attention-kernel bugs." - }, - { - "left": "issue:43650", - "right": "issue:45290", - "accept": false, - "reason": "Dummy data placeholder issue is unrelated to chat-template crashes with tool-call assistant messages." + "reason": "Processor save regression and performance slowdown after upgrade are not duplicates." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Layernorm epsilon precision bug and torch.split return-value issue are unrelated." } ] }, @@ -10597,28 +10585,27 @@ "component_index": 1, "component_count": 17, "review_unit_index": 34, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:16998", "issue:22355", - "issue:36246", "issue:41628", "issue:41950", "issue:42491", - "issue:42757", - "issue:43122", "issue:43262", "issue:43299", + "issue:43441", "issue:43450", "issue:43525", "issue:43643", "issue:43650", + "issue:43653", "issue:43673", "issue:43723", "issue:43761", @@ -10637,7 +10624,6 @@ "issue:44295", "issue:44297", "issue:44336", - "issue:44351", "issue:44361", "issue:44373", "issue:44485", @@ -10646,8 +10632,10 @@ "issue:44589", "issue:44617", "issue:44671", + "issue:44683", "issue:44779", "issue:44987", + "issue:45290", "issue:45362", "issue:45397", "issue:45542", @@ -10655,6 +10643,9 @@ "issue:45823" ], "soft_pairs": [ + "issue:43653|issue:45593", + "issue:43441|issue:44683", + "issue:43650|issue:45290", "issue:43723|issue:44162", "issue:44016|issue:45823", "issue:44361|issue:45593", @@ -10662,231 +10653,228 @@ "issue:44987|issue:45542", "issue:43901|issue:43994", "issue:43784|issue:45542", - "issue:43122|issue:43650", "issue:44016|issue:44291", "issue:44188|issue:44336", "issue:44297|issue:45397", - "issue:43450|issue:44617", - "issue:43262|issue:44521", "issue:43673|issue:43761", "issue:43525|issue:43881", - "issue:41628|issue:43976", + "issue:43450|issue:44617", + "issue:43262|issue:44521", "issue:43525|issue:43643", - "issue:44589|issue:45362", + "issue:41628|issue:43976", "issue:44336|issue:44373", + "issue:44589|issue:45362", "issue:43901|issue:44246", "issue:42491|issue:43299", "issue:44242|issue:45593", "issue:16998|issue:22355", "issue:44295|issue:45397", "issue:44246|issue:44496", - "issue:41950|issue:44220", "issue:44336|issue:44485", - "issue:36246|issue:42757", - "issue:36246|issue:44351" + "issue:41950|issue:44220" ], - "prepared_review_unit_hash": "d36f92fc54146adfc07b3975bfbe307ae93106df84959291fab89f27887719d1", + "prepared_review_unit_hash": "8e03c169ea950807615abc43bd3f7a78c2832ad738636d6a2049a5eaab428f21", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36044, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly false-positive similarity edges across unrelated bug reports. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.7, - "canonical_issue_reason": "Issue 45542 is the most connected node in this noisy cluster, so it is the least-bad anchor if one canonical issue is required; however, it does not truly subsume the other reports.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, model-specific loading failures, tokenizer issues, docs problems, and performance/import bugs. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44521 is the best representative issue because it is open, has the most inbound references and discussion, and describes a concrete user-facing apply_chat_template regression with multimodal inputs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45542 is the best overall placeholder for the cluster because it is the most central by weak similarity links, but the set is too heterogeneous for a true duplicate canonical.", + "best_issue_reason": "issue:44521 is the strongest global issue candidate: clear repro scope, broad user impact, and the highest signal for follow-up triage within this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different subsystems: BigBirdTokenizer special-token decode vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention-related terms, but one is a Ministral FlashAttention loading regression and the other is a compiled flex_attention failure on newer torch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "One issue is effectively unspecified ('ADD THE DATA'); the other is a specific chat-template crash with tool calls and empty assistant content." + }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading failure vs ESM2 model regression; different subsystems and failure modes." + "reason": "Tokenizer loading in v5 and ESM2 model breakage are different code paths and different failure modes." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device-map forward crash; unrelated." + "reason": "Notebook syntax error is unrelated to Gemma4 device-map/forward device mismatch." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task error vs D-FINE missing auxiliary losses; different model families." + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to D-FINE denoising/aux-loss behavior." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT MLM prediction bug vs Deepseek tokenizer regression; different code paths." + "reason": "Different model families and failures: CamemBERT masked-LM predictions vs Deepseek tokenizer output changes." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading physical-intelligence/fast vs TensorBoard/TensorFlow backend detection; unrelated." + "reason": "Loading a specific model in v5 and a TensorFlow backend import error from tensorboard-only installs are unrelated." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores vs wrong SigLIP2 inference outputs; documentation vs model behavior." + "reason": "Docs mentioning return_all_scores does not match the Siglip2 inference correctness regression." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError vs TensorBoard/TensorFlow backend error; different packages." - }, - { - "left": "issue:43122", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer behavior change across versions vs unrelated 'ADD THE DATA' issue." + "reason": "Sentence-transformers import NameError and undefined tf backend error are separate dependency/import issues." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; different bug classes." + "reason": "Notebook syntax problem is unrelated to init_empty_weights receiving an unexpected argument." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention divergence vs ANSI codes in loading_report; unrelated." + "reason": "Torch.compile attention divergence and ANSI codes in loading_report are completely different issues." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer metadata mismatch vs Gemma-4 zero3 from_pretrained failure; different subsystems." + "reason": "tokenizer.save_pretrained metadata mismatch and gemma-4 zero3 from_pretrained are separate serialization/loading bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is CLIPVisionModel hidden_states propagation." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model/config issues." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Video processor batch-shape bug vs SAM3Video CUDA OOM; shape logic vs memory capacity." + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are not the same underlying defect." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Audio chat-template sample-rate default vs multimodal assistant masks; same area, but different bugs." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Generation cache missing in chunked prefill vs CLIPVision hidden_states regression; different features." + "reason": "Both touch apply_chat_template, but one is a default sampling-rate mismatch in audio processors and the other is zeroed assistant masks for multimodal inputs." }, { "left": "issue:43525", - "right": "issue:43881", + "right": "issue:43643", "accept": false, - "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; different root causes." + "reason": "Different config-loading failures: missing pad_token_id on Llama4Config vs trust_remote_code returning missing fields." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error vs Python-version incompatibility in 5.1.0; unrelated." + "reason": "Importing AutoImageProcessor and Python-version compatibility for Transformers 5.1.0 are unrelated." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Llama4Config attribute error vs trust_remote_code AutoConfig missing fields; distinct config handling bugs." + "reason": "ANSI output formatting in loading_report and a wrong docstring for position_ids are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; different failure modes." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI code output bug vs wrong position_ids docstring; formatting vs documentation." + "reason": "Float8 storage lookup failure and Qwen3.5-35B chat crash are distinct runtime problems." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores vs import performance complaint; unrelated." + "reason": "Documentation mismatch and slow import performance are not the same bug." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility regression vs Qwen3VL MoE loading breakage; same family, different concrete failures." + "reason": "Both mention Qwen3 MoE/v5, but one is a LoRA compatibility break across versions and the other is a model-loading regression for Qwen3VL MoE; too different to merge." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Router load-balancing loss bug vs D-FINE auxiliary-loss omission; different training logic." + "reason": "Load-balancing loss omission with output_router_logits=False is unrelated to D-FINE denoising/aux-loss behavior." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 vs missing transformers.onnx module; unrelated." + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access bug vs Gemma-4 zero3 from_pretrained failure; different subsystems." + "reason": "Reading position_ids after buffer registration and gemma-4 zero3 from_pretrained are different loading-time failures." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance complaint vs unrecognized model config; unrelated." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification pipeline image-processor lookup vs _torch_extract_fbank_features issue; different media pipelines." + "reason": "Slow import performance and unrecognized model config are unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI/loading_report issue vs GLM-5 RoPE implementation discussion; unrelated." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub; both import errors, but different packages and symbols." + "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated concerns." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export vs missing HybridCache export; different symbols/modules." + "reason": "Video-classification pipeline using image processors and _torch_extract_fbank_features() are different pipeline/feature-extractor bugs." } ] }, @@ -10902,24 +10890,22 @@ "component_index": 1, "component_count": 17, "review_unit_index": 35, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:36246", - "issue:43065", + "issue:42757", + "issue:42886", "issue:43232", "issue:43257", "issue:43262", "issue:43352", - "issue:43408", - "issue:43475", "issue:43526", - "issue:43540", "issue:43596", "issue:43673", "issue:43824", @@ -10930,6 +10916,7 @@ "issue:44246", "issue:44295", "issue:44336", + "issue:44351", "issue:44496", "issue:44561", "issue:44749", @@ -10948,243 +10935,251 @@ "issue:45292", "issue:45362", "issue:45375", - "issue:45397", + "issue:45412", "issue:45459", "issue:45561", "issue:45563", "issue:45584", - "issue:45656", "issue:45701", "issue:45759", "issue:45987", - "issue:46082" + "issue:46082", + "issue:46123", + "issue:46132" ], "soft_pairs": [ - "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:36246|issue:44351", "issue:43824|issue:43976", + "issue:43352|issue:45250", "issue:43976|issue:44964", "issue:43673|issue:44561", - "issue:44246|issue:44871", + "issue:42886|issue:46132", "issue:44242|issue:44857", + "issue:44246|issue:44871", "issue:45081|issue:45362", "issue:44295|issue:44749", + "issue:45412|issue:46123", "issue:44162|issue:45200", "issue:44779|issue:45292", "issue:43901|issue:45003", "issue:36246|issue:43596", - "issue:45561|issue:45563", - "issue:45292|issue:45584", "issue:43232|issue:44336", + "issue:45561|issue:45563", "issue:43526|issue:45003", "issue:45987|issue:46082", - "issue:45292|issue:45701", - "issue:44987|issue:45459", - "issue:44877|issue:45375", + "issue:45292|issue:45584", "issue:44496|issue:45003", - "issue:43065|issue:43408", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:45292|issue:45701", "issue:45375|issue:45759", "issue:43257|issue:45137", "issue:43262|issue:44246", - "issue:44995|issue:45200", - "issue:43475|issue:43540", - "issue:45397|issue:45656" + "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "2bed7ebef28506dd23e950fe79abbdda68582cd3b41459d53019f85631933a77", + "prepared_review_unit_hash": "e4273d3af3c6dbab9cbefcf169e4d9350f5550bc4dbb8de7143060cc07f8578a", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36164, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "soft_pair_count": 29, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These artifacts are mostly heterogeneous and do not form a single duplicate cluster. The soft pairs are largely superficial matches by subsystem or error shape, not the same underlying bug/change. No PRs are present.", - "confidence": 0.18, - "canonical_issue_reason": "If a canonical issue must be chosen, issue:43824 is the clearest, well-scoped regression report with strong reproducibility and broader model-loading relevance than the others, but the set is not truly cohesive.", + "summary": "These items are mostly unrelated single-issue reports across different model, tokenizer, config, generation, and deepspeed paths. I did not find any pair that clearly describes the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43824 is the clearest, most concrete user-facing breakage in the set and has comparatively strong discussion/reference activity, making it the best single representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43824 is the best representative issue because it is a concrete, user-facing import failure with clear symptoms and active discussion; however, it should not be treated as the canonical duplicate target for most of the other items.", + "best_issue_reason": "43824 is a well-scoped failure report with a specific import symptom and enough activity to serve as a useful anchor for related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Both mention Flash Attention, but one is a Nemotron model-specific unsupported-feature error and the other is a generic topic stub; not the same bug." + "reason": "Both are import errors, but they concern different missing symbols in different modules and appear to stem from unrelated export/version issues." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`) with no evidence of the same code-path or fix." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "One is a missing Qwen2.5 VL import symbol; the other is a Python-version compatibility problem. Different failure modes and scopes." + "reason": "One is a missing top-level model export; the other is a Python version compatibility report. Not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a model-specific unsupported-warning issue while the other is a generic Flash Attention topic; not enough to be the same concrete change." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "Python support/version issue vs. model-loading failure for a specific multimodal checkpoint; no shared code-path bug." + "reason": "Python version support failure vs model loading failure; unrelated symptoms and likely unrelated fixes." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Both involve generation/version changes, but one is about missing cache behavior in chunked prefill and the other about removal of a helper breaking trust_remote_code models; distinct regressions." + "reason": "Generation cache/chunked prefill issue and removal of `is_torch_fx_available` breaking remote-code models are different code paths and failure modes." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Both mention token/config behavior, but one is a slow import issue while the other is an eos_token_id config mismatch in Gemma-3." + "reason": "Offline cache loading bug vs behavior change in `AttentionInterface.register`; no shared underlying bug." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different model families and bugs: router-logits load-balancing loss omission vs. LwDetrImageLoss AMP/CUDA crash." + "reason": "MoE load-balancing loss omission and an AMP/CUDA crash in RT-DETR are unrelated model-loss issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma EOS config mismatch are unrelated." }, { "left": "issue:45081", "right": "issue:45362", "accept": false, - "reason": "Tokenizer regex patch crash vs. Qwen3.5 chat crash; unrelated code paths and symptoms." + "reason": "Tokenizer regex patch crash and Qwen chat crash are different failures in different subsystems." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer handling issue is unrelated to the reported data-filter slowdown after upgrading transformers." + "reason": "Position buffer access error and post-upgrade tokenization slowdown are not the same underlying bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release issue for RT-DETR models and a final-partial-batch pipeline bug are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 model breakage and Gemma-4 mm_token_type_ids defaulting are separate model/config problems." + "reason": "ESM2 breakage and Gemma 4 multimodal token-type defaults are distinct model-specific issues." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression and output_embeddings not tracking resized embeddings are different bugs." + "reason": "Deepseek tokenizer correctness regression and `resize_token_embeddings` not updating output embeddings are different code paths." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for text classification pipeline vs. unsafe sys.modules access in modeling_utils; not duplicates." + "reason": "Documentation mismatch in a pipeline vs unsafe `sys.modules` access in modeling utils; unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a missing Qwen2.5 VL class vs. Deepspeed ZeRO3 BertModel index error; unrelated." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "xdist race in testing utils vs. stale warning in paged generate; different subsystems and behaviors." + "reason": "Import export failure and DeepSpeed ZeRO3 BertModel index error are unrelated." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "resize_token_embeddings/output_embeddings bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Generation kwargs update bug and ANSI code output in loading report are unrelated." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Generation kwargs/cache update bug vs. ANSI codes in loading_report; no overlap in underlying defect." + "reason": "Pytest-xdist file race and stale warning emission are separate testing/utilities issues." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and sys.modules access bug are unrelated." + "reason": "BEiT label reduction bug and unsafe module lookup are unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return type contract issue and LlamaConfig head_dim validation are distinct configuration/runtime bugs." + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different configuration/runtime issues." }, { "left": "issue:45292", - "right": "issue:45701", + "right": "issue:45584", "accept": false, - "reason": "Embedding resize synchronization bug vs. version-dependent tokenization changes; not the same underlying change." + "reason": "Embedding resize bug and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Physical-intelligence model loading failure and tokenizer protobuf error masking are separate loading paths." + "reason": "Unrecognized model config and unsafe `sys.modules` access are different bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config rejection for granite_speech vs. missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig; different configs and models." + "reason": "Both involve config strictness, but one is a loading failure for granite_speech and the other is a missing-field warning/strip issue for a different model family." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Unrecognized model/config loading issue vs. unsafe sys.modules access; too broad and not the same bug." + "reason": "Model-loading failure on a specific repo and protobuf-related tokenizer error masking are not the same underlying problem." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Dummy conv2d in Sam3PixelDecoder and wrong model type warning for sam3_video/sam3_tracker are related only by model family, not by identical defect." + "reason": "Embedding resize/output mismatch and version-dependent tokenization changes are distinct issues." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig vs. from_config not unwrapping text_config for composite multimodal configs; adjacent but different issues." + "reason": "Missing strict field handling in Qwen3_5MoeVisionConfig and failure to unwrap `text_config` in composite multimodal configs are different config bugs." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed vs. ZeRO3 deque underflow; both distributed-loading related but not the same problem." + "reason": "Both are DeepSpeed-related, but one is a Qwen3 MoE weight conversion issue and the other is a ZeRO3 deque underflow; different concrete failures." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs. import-time slowdown; no shared code-path." + "reason": "Audio chat-template sampling-rate default bug and import slowdown are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache on second forward is unrelated to Gemma-4 mm_token_type_ids defaults." - }, - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "SAM 3 video vision encoder output attribute bug vs. Qwen3OmniMoe video-input ValueError; both video-related but different failure points." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma-4 zero3 from_pretrained issue and double optimizer.step under deepspeed are distinct training/runtime problems." + "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 token-type defaulting are unrelated." } ] }, @@ -11200,25 +11195,25 @@ "component_index": 1, "component_count": 17, "review_unit_index": 36, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:28282", "issue:30990", - "issue:41628", - "issue:42371", "issue:42886", "issue:42994", + "issue:43065", "issue:43232", + "issue:43408", "issue:43452", "issue:43475", "issue:43482", - "issue:43643", + "issue:43540", "issue:43646", "issue:43653", "issue:43673", @@ -11233,15 +11228,14 @@ "issue:44368", "issue:44466", "issue:44623", - "issue:44661", "issue:44734", "issue:44749", "issue:44869", + "issue:44871", "issue:44933", "issue:44977", "issue:44995", "issue:45003", - "issue:45092", "issue:45137", "issue:45229", "issue:45230", @@ -11255,24 +11249,29 @@ "issue:45563", "issue:45588", "issue:45600", - "issue:45656" + "issue:45656", + "issue:46132" ], "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:45397|issue:45656", "issue:43653|issue:44162", "issue:44995|issue:45588", + "issue:44368|issue:44977", "issue:44466|issue:45335", "issue:44368|issue:45563", - "issue:44368|issue:44977", - "issue:42886|issue:45229", "issue:43673|issue:44734", - "issue:45003|issue:45561", "issue:45137|issue:45600", - "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:42886|issue:45229", "issue:43931|issue:44368", + "issue:44060|issue:44077", "issue:44933|issue:45459", - "issue:44869|issue:45356", "issue:44297|issue:44623", + "issue:44869|issue:45356", "issue:44361|issue:44749", + "issue:44871|issue:46132", "issue:43646|issue:44162", "issue:43673|issue:43827", "issue:43452|issue:45003", @@ -11282,228 +11281,224 @@ "issue:42994|issue:43482", "issue:43232|issue:43673", "issue:28282|issue:30990", - "issue:43475|issue:45381", "issue:45230|issue:45397", - "issue:44038|issue:44623", - "issue:43475|issue:43643", - "issue:42371|issue:45092", - "issue:41628|issue:44933", - "issue:43475|issue:44661" + "issue:43475|issue:45381", + "issue:44038|issue:44623" ], - "prepared_review_unit_hash": "2aa2e0f19d6cf66a1eb83cd6e784dd4bfa421224af87c66762e51ab8117d4c1b", + "prepared_review_unit_hash": "4dc8ff955dc56ab2ecc1cfb2de146fe88a9d3bfd0aa082e13b4e38d7c712a06c", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36853, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 36815, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers issues spanning unrelated regressions, model-specific bugs, serialization/loading problems, and a few docs/test items. The soft-similarity pairs mostly share vocabulary or a broad subsystem, but not the same concrete failure mode, so they should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "No true duplicate stands out; if one issue must anchor the cluster, #44623 is a clean, self-contained save_pretrained regression with a clear user-facing failure and actionable repro.", + "summary": "These issues mostly share a loose Transformers/v5 regression theme, but the soft pairs are not the same underlying bug or change. They span distinct model families and distinct failure modes, so none should be merged as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the best cluster representative because it is the broadest, most central v5 breakage report and touches core model initialization rather than a model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "#44623 is the best representative issue because it is specific, reproducible, and narrowly scoped compared with the more model-specific or ambiguous reports in this set.", + "best_issue_reason": "issue:43646 is the strongest overall triage anchor for this cluster: it is a generic Transformers 5.0.0 regression report and best captures the broad upgrade-breakage theme present in several nearby issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 problems: a dummy Conv2d implementation vs a model-type mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video issues, but they describe different model families and different crashes." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a from_pretrained failure and the other is an optimizer-step duplication bug." + }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Both are serious bugs, but one is a tokenizer special-token regression and the other is an ESM2 breakage; different models and different code paths." + "reason": "Different tokenizer/model bugs with no shared concrete code path." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward pass is unrelated to flash_attention crashing on sink-less models with s_aux=None." + "reason": "Distinct runtime failures: stale cache on second forward pass vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same broad Qwen3.5 label, but one is a tie-weights warning and the other is a flash-attention generation bug." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention tied weights/embedding behavior, but one is serialization-by-device and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Related to embeddings/tied weights, but one is serialization behavior and the other is resize_token_embeddings not propagating." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "These are both warnings, but they concern different APIs and failure modes: tie_word_embeddings noise versus a stale num_return_sequences warning." + "reason": "A warning about tied embeddings is unrelated to a stale num_return_sequences warning in paged generate()." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "One is about tied-weights warnings during LoRA fine-tuning, the other about flash-attention generation behavior for Qwen3.5." + "reason": "Both touch generation/cache, but they affect different paths: chunked_prefill cache state vs /v1/responses tensor indexing." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated problems." + "reason": "Completely different areas: DeepSpeed ZeRO3 deque underflow vs stale auto_mappings config references." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Both involve generation/cache, but one is missing cache in chunked_prefill and the other is wrong tensor indexing in the serve responses endpoint." + "reason": "sys.modules access and pytest-xdist capture-file races are unrelated bugs." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "sys.modules access safety and pytest-xdist captured_info.txt races are different bugs in different layers." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failure modes." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tie-embeddings warning." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Both concern model config/warnings, but one is an incorrect tied-weights warning and the other is about patchtsmixer post_init API acceptance." + "reason": "Different configuration/warning issues in different models; no shared concrete bug." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Weight shape mismatch during Qwen3-VL loading is not the same as a tied-weights warning in Qwen3.5 LoRA fine-tuning." + "reason": "A missing image_utils import and protobuf decode-error handling are separate tokenizer/import issues." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "A missing/nonexistent image_utils import and tokenizer error masking without protobuf are distinct import/error-handling issues." + "reason": "Both mention save_pretrained, but one is tokenizer_config metadata mismatch and the other is processor file omission." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crashes on a trailing replacement character, while Kimi-K2.5 has tokenizer codec and warning regressions." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are different tokenizer bugs." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Both are save/load related, but one is tokenizer_class metadata mismatch and the other is missing files from processor.save_pretrained." + "reason": "MLukeTokenizer task AttributeError is unrelated to a broad performance slowdown after upgrading to 5.3.0." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "MLukeTokenizer task AttributeErrors and a performance regression after upgrading Transformers are not the same bug." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are separate API/config issues." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Transformers v5 breaking custom model initialization is broader and different from an ESM2-specific breakage." + "reason": "A generic v5 custom-model-init regression is not the same as the ESM2-specific breakage report." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Chunked_prefill cache handling and docs still referencing pipeline() are unrelated." + "reason": "Generation cache failure and docs still referencing removed pipeline() are not the same bug." }, { "left": "issue:43452", "right": "issue:45003", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a model-loading bug, not the sys.modules access issue in modeling_utils." + "reason": "GGUF loading failures and unsafe sys.modules access are different code paths and symptoms." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor files on save_pretrained and a DeepSpeed optimizer step being called twice are unrelated." + "reason": "Missing processor save files and double optimizer.step() with DeepSpeed are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A data-processing slowdown after upgrading Transformers and a duplicated optimizer step under deepspeed do not share the same fix." + "reason": "Performance regression after upgrade is not the same as optimizer stepping twice." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "The Chinese-language performance regression report is unrelated to Qwen3.5 Moe from_pretrained errors." + "reason": "A slowdown regression and a Qwen3.5-Moe from_pretrained error are distinct issues." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different code paths with different symptoms." + "reason": "Quantized model saving and GGUF loading failures are opposite directions of a different serialization pipeline." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "GenerationMixin cache handling after sync_gpus is not the same bug as missing cache during chunked_prefill." + "reason": "Both involve generation internals, but one is sync_gpus kwarg handling and the other is chunked_prefill cache missing." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch import error for AutoModel and Sentence Transformers getting stuck loading are too different to deduplicate." - }, - { - "left": "issue:43475", - "right": "issue:45381", - "accept": false, - "reason": "SAM 3 video missing fpn_position_embeddings and Qwen2.5-VL video vision_position_ids issues affect different models and tensors." + "reason": "An ImportError for missing PyTorch and a Sentence Transformers loading hang are not the same failure." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report and a Gemma-4 zero3 from_pretrained issue are not the same concrete problem." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe compatibility with Transformers 5 and missing processor save files are different failures." + "reason": "Generic bug report placeholder vs a specific Gemma-4 ZeRO3 loading problem." }, { "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "A SAM 3 vision encoder attribute error is unrelated to trust_remote_code returning missing fields in AutoConfig." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 settings API guidance and old InternVL2 meta-initialization incompatibility do not overlap in code path." - }, - { - "left": "issue:41628", - "right": "issue:44933", + "right": "issue:45381", "accept": false, - "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are separate import API issues." + "reason": "Different video-model regressions in different architectures; no shared concrete root cause is evident." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "SAM 3 vision encoder attributes and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different registry/config bugs." + "reason": "Qwen3-VL-Moe loading under v5 and processor.save_pretrained missing files are unrelated." } ] }, @@ -11519,35 +11514,34 @@ "component_index": 1, "component_count": 17, "review_unit_index": 37, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ - "issue:30333", "issue:30990", - "issue:33290", "issue:35141", "issue:36010", "issue:41628", "issue:42175", "issue:42222", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", + "issue:43065", "issue:43232", "issue:43278", "issue:43377", + "issue:43475", "issue:43525", + "issue:43643", "issue:43704", - "issue:43723", - "issue:43784", "issue:43824", - "issue:43874", "issue:43901", "issue:44038", "issue:44188", @@ -11558,9 +11552,9 @@ "issue:44496", "issue:44568", "issue:44623", - "issue:44734", - "issue:44779", + "issue:44661", "issue:44792", + "issue:44933", "issue:44964", "issue:45081", "issue:45092", @@ -11568,281 +11562,275 @@ "issue:45137", "issue:45200", "issue:45310", - "issue:45356", "issue:45375", "issue:45478", "issue:45561", "issue:45600", "issue:45712", - "issue:45812" + "issue:45812", + "issue:46077", + "issue:46123" ], "soft_pairs": [ - "issue:42994|issue:43525", + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", "issue:45081|issue:45103", "issue:45375|issue:45478", + "issue:42994|issue:43525", "issue:45310|issue:45375", "issue:42673|issue:43704", "issue:41628|issue:44351", "issue:42831|issue:44222", "issue:44222|issue:45310", - "issue:42994|issue:43824", "issue:36010|issue:41628", "issue:42175|issue:45712", + "issue:42994|issue:43824", "issue:44038|issue:45310", - "issue:44496|issue:45561", "issue:44964|issue:45137", + "issue:44496|issue:45561", "issue:43377|issue:44242", - "issue:45561|issue:45600", "issue:42222|issue:45200", - "issue:43901|issue:45561", + "issue:45561|issue:45600", "issue:43232|issue:44792", + "issue:43901|issue:45561", "issue:42898|issue:44568", + "issue:43065|issue:46123", "issue:30990|issue:35141", "issue:43232|issue:44188", "issue:44188|issue:44373", "issue:44623|issue:45310", - "issue:43784|issue:43824", - "issue:42898|issue:45812", "issue:43278|issue:45137", - "issue:44734|issue:45103", - "issue:30333|issue:33290", - "issue:43723|issue:44568", - "issue:42898|issue:45356", - "issue:43874|issue:45092", - "issue:42898|issue:44779" + "issue:42898|issue:45812" ], - "prepared_review_unit_hash": "0e00dfd875ea97b4e8656ffd9f7d217eec8943eb2d68a6300a6b3d5944a85505", + "prepared_review_unit_hash": "e7424250f83812cca163dc2ae20e5227eacd0dfedaec375cf5d56c506a97d4cd", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37678, - "estimated_input_tokens": 9420, - "estimated_eval_tokens": 19096 + "soft_pair_count": 32, + "serialized_chars": 37241, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct bug reports; only one clear duplicate pair stands out: 42673/43704 about Qwen3ForCausalLM VRAM leakage in multiple dataloader threads.", - "confidence": 0.9, - "canonical_issue_reason": "issue:42673 is the best canonical target because it is the earlier, more-discussed instance of the exact same Qwen3ForCausalLM VRAM-leak report as 43704.", + "summary": "This cluster is mostly a noisy mix of unrelated issues. Only two soft edges look like true duplicates: the Qwen3.5 MoE from_pretrained regression (issue:45310 / issue:45478) and the Qwen3ForCausalLM VRAM leak (issue:42673 / issue:43704).", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue cleanly represents the full cluster because it contains several unrelated subgroups (Qwen/MoE loading, import errors, tokenizer regressions, testing infrastructure, etc.). If a representative anchor is needed, issue:45310 is the strongest one because it has an exact duplicate and a concrete model-loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue here: it is a clean exact-duplicate target with clear symptoms and more discussion than its twin.", + "best_issue_reason": "No global best issue for the whole cluster; the set is too heterogeneous for one issue to serve as the umbrella representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different failures: SAM3 vision output attribute error vs trust_remote_code config field loss." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: Gemma4 attention mask construction vs pipeline final-batch result dropping." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols/modules and different breakages." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Different bugs: quantized model saving failure vs missing pad_token_id on Llama4Config." + "reason": "Different model/component issues: SAM3 attribute access vs tokenizer mapping/model registration." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Unrelated crashes: Mistral regex patching/tokenizer backend vs auto-docstring parsing with future annotations." + "reason": "Completely different bugs: tokenizer regex patching vs auto-docstring annotation handling." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained error; not the same bug." + "reason": "Related model family, but not the same bug; one is a missing config field, the other a from_pretrained regression." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id are distinct problems." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Separate Qwen3.5 MoE failures: generic loading error versus a dropped deepstack_visual_indexes config field." + "reason": "Both touch Qwen3.5 MoE, but they describe different concrete failures and code paths." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same underlying VRAM leak in Qwen3ForCausalLM when used across multiple dataloader threads." + "reason": "Same title and same underlying bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + "reason": "Different missing imports; no shared concrete bug." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8-related but distinct: accuracy regression versus save_pretrained failure." + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained behavior." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Different code paths and symptoms: FP8 moe save_pretrained bug vs Qwen3.5 MoE loading error." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized saving failure and missing Qwen2_5_VL import are unrelated." + "reason": "Different failures: FP8 save_pretrained vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules." + "reason": "GenerationMixin import failure is unrelated to AutoImageProcessor import failure." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend dependency issue versus leftover dummy classes in repo cleanup." + "reason": "Backend installation bug vs leftover dummy class cleanup; different scope and fix." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Related Qwen family, but different models and likely different loading regressions." + "reason": "Quantized model saving and missing Qwen2_5_VL import are unrelated." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Unrelated issues: model config loading versus pytest-xdist file race." + "reason": "Same broad model family, but different model/version and different reported failure." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: multimodal model loading versus DeepSpeed ZeRO3 deque underflow." + "reason": "Model loading incompatibility vs DeepSpeed ZeRO3 deque error; unrelated." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "One is a padding-mask correctness bug; the other is missing load-balancing loss when router logits are off." + "reason": "Model config loading issue vs pytest-xdist file race; unrelated." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Test harness race versus stale auto_mappings references; not the same underlying bug." + "reason": "MIMI padding-mask bug vs MoE router-loss bug; different subsystems and symptoms." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different multimodal issues: broken VitPose models versus missing default mm_token_type_ids." + "reason": "VitPose breakage and Gemma4 mm_token_type_ids defaulting are unrelated." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Docs mismatch for text classification pipeline versus xdist race in testing utils." + "reason": "Testing-utils file race vs removed Sam3LiteText references; unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling bug versus Janus image-generation test failure." + "reason": "Generation kwargs sync issue vs Janus image-generation test failure; no shared underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation mismatch for pipeline args vs xdist worker file race." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is missing BOS/EOS insertion." + "reason": "Tokenizer cleanup behavior change vs add_special_tokens BOS/EOS regression; different issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv vs pipeline batching bug; unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading stall is unrelated to embedding reinitialization on resize." + "reason": "Sentence Transformers loading hang and embedding reinit on resize are different bugs." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Different generation/attention paths: sync_gpus kwargs update versus torch.compile attention branching." + "reason": "Generation state update bug vs torch.compile attention-kernel branching divergence." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence is unrelated to a wrong docstring for position_ids." + "reason": "Kernel divergence vs docstring typo; not the same change." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file omission is not the same as Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Different import failures for different missing symbols." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both concern tokenizer behavior, but one is cleanup-space semantics and the other is incorrect token IDs for Granite models." + "reason": "processor.save_pretrained file omission and Qwen3.5 MoE from_pretrained error are distinct." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to the ZeRO3 deque pop error." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "KV-cache continuation tensor indexing bug versus auto-docstring annotation crash." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to DeepSpeed OOM with Adafactor." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer loading issue in v5 is different from add_special_tokens failing to add BOS/EOS." + "reason": "Training/eval dtype drift vs ZeRO3 deque error; unrelated." }, { "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/mistral-regex regression are different bugs." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image-patch helper on GLM46V is unrelated to InternVL2 meta-initialization incompatibility." - }, - { - "left": "issue:42898", - "right": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Wrong tokenization behavior for Granite models is not the same as Kimi tokenizer regression." + "reason": "Cleanup flag regression and Granite token-id regression are different tokenization bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The one accepted duplicate pair (42673/43704) is an exact title match with consistent symptoms, and the remaining soft-edge verdicts stay conservative by separating issues with different titles or clearly different failure modes." + "feedback": "The packet supports the analyst\u2019s main point that this cluster is heterogeneous, and the soft-edge judgments stay conservative. The only clearly duplicate pair in the packet is the identical Qwen3ForCausalLM VRAM leak pair (42673/43704), and the Qwen3.5 MoE issues 45310/45478 also share the same title and likely same bug, which is grounded. I don\u2019t see any overstatement in the rejected soft edges." }, "evaluator_used": true, "retried": false, @@ -11855,16 +11843,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 38, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:28282", "issue:30333", + "issue:33290", "issue:34689", "issue:35141", "issue:36331", @@ -11874,12 +11863,12 @@ "issue:42831", "issue:42898", "issue:43116", - "issue:43232", "issue:43479", "issue:43673", "issue:43723", - "issue:43761", - "issue:43873", + "issue:43784", + "issue:43824", + "issue:43874", "issue:43976", "issue:44060", "issue:44079", @@ -11887,292 +11876,287 @@ "issue:44190", "issue:44206", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", - "issue:44373", "issue:44448", - "issue:44483", "issue:44484", - "issue:44485", + "issue:44568", "issue:44623", + "issue:44734", + "issue:44779", "issue:44869", "issue:44933", - "issue:44945", "issue:44977", "issue:45071", "issue:45092", "issue:45103", "issue:45125", + "issue:45245", "issue:45310", + "issue:45356", "issue:45405", - "issue:45406", "issue:45656", "issue:45712", - "issue:45834", - "issue:46082" + "issue:46082", + "issue:46132" ], "soft_pairs": [ + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092", "issue:44060|issue:45125", "issue:45405|issue:45712", "issue:43673|issue:44188", "issue:42898|issue:44448", "issue:44295|issue:45656", + "issue:44448|issue:46132", "issue:44933|issue:45712", "issue:42175|issue:44933", - "issue:43479|issue:44079", "issue:44222|issue:44297", "issue:43976|issue:44933", + "issue:43479|issue:44079", "issue:44297|issue:45656", "issue:43116|issue:44190", - "issue:44222|issue:44623", "issue:42831|issue:44623", + "issue:44222|issue:44623", "issue:44190|issue:46082", "issue:43479|issue:44869", + "issue:45245|issue:46132", "issue:44206|issue:45103", - "issue:41628|issue:42757", "issue:30333|issue:36331", + "issue:41628|issue:42757", "issue:45071|issue:46082", "issue:30333|issue:34689", "issue:44297|issue:45310", "issue:44222|issue:44484", "issue:28282|issue:30333", "issue:43723|issue:44977", - "issue:30333|issue:35141", - "issue:43232|issue:45834", - "issue:44263|issue:45092", - "issue:43873|issue:44945", - "issue:44373|issue:44485", - "issue:43761|issue:46082", - "issue:44483|issue:45406", - "issue:44295|issue:44623" + "issue:30333|issue:35141" ], - "prepared_review_unit_hash": "d0da22a4cbd14d68feffb971da538f49479579d12d66929c7ddb9c47632d23ac", + "prepared_review_unit_hash": "14def1446b5db37d5b706190595e7e24a7ccebbe665af4c929efbe1ced08c6a0", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37379, - "estimated_input_tokens": 9345, - "estimated_eval_tokens": 18946 + "soft_pair_count": 35, + "serialized_chars": 38279, + "estimated_input_tokens": 9570, + "estimated_eval_tokens": 19396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated closed issues across imports, generation, config validation, training, and save/load behavior; I found no safe duplicate cluster and rejected all soft edges.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a safe canonical representative: the set spans many different bugs and regressions rather than one shared underlying problem.", + "summary": "This cluster is highly heterogeneous: most items are unrelated import, tokenizer, save_pretrained, training, or model-specific regression reports. I do not see any true duplicate pairs; the soft links are mostly broad theme similarity rather than the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 30333 is the most centrally connected item in the soft-similarity graph and is a broad user-facing regression report, so it is the best anchor if one must choose a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping: none of the issues appears to be the same concrete bug as the others.", + "best_issue_reason": "30333 is the best overall issue representative here because it has the most weak links and reflects a general runtime/training failure, but it still should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but one is a sentence-transformers/nn compatibility error and the other is a missing Qwen2.5-VL symbol; different root causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing in serve is unrelated to the auto_docstring AttributeError under future annotations." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job reporting failure and DeepSpeed Adafactor OOM are different training issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is AutoTokenizer loading and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors, so not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models; same area, not the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method and a remote-code/meta-init incompatibility are distinct multimodal loading problems." + }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different model-specific problems: tied-weights warning vs missing tensor-parallel plan." + "reason": "One is a tied-weights warning on Qwen3-Next, the other is a missing tensor-parallel plan on Qwen3.5-MoE." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unrelated: dependency version bump vs leftover dummy classes/import leakage." + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Different generation bugs: cache handling vs attention-kernel branching under torch.compile." + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both concern v5 behavior changes, but one is tokenization cleanup semantics and the other is a Pegasus output regression; too broad to treat as the same bug." + "reason": "Both are v5 output regressions, but one is tokenizer cleanup behavior and the other is Pegasus output drift." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different code paths: position_ids buffer access vs optimizer stepping twice with deepspeed." + "reason": "Reading a registered position_ids buffer and DeepSpeed double optimizer steps are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are different code paths." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch imports, but one is an image_utils export issue and the other is dummy class cleanup in a different area." + "reason": "Image_utils export failure and dummy_pt_objects leakage are both namespace issues, but not the same module or bug." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend inclusion issue vs missing import from image_utils; not the same problem." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config default initialization bug vs ModelOutput key assignment bug." + "reason": "Backend selection after pip install and a missing import from image_utils are different import/configuration problems." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Different save_pretrained failures affecting different artifacts (MoE FP8 vs tokenizer metadata)." + "reason": "FP8 save_pretrained for MoE and tokenizer save_pretrained config mismatch are unrelated save paths." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue vs import exposure bug; unrelated." + "reason": "Python-version support regression and an image_utils import error are not the same issue." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata bug vs deepspeed optimizer double-step bug." + "reason": "Tokenizer config serialization and duplicate optimizer.step calls are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts with different failures; not one underlying bug." + "reason": "Empty multi-label classification results in an example script and local dataset loading failure are different example-script bugs." }, { - "left": "issue:44222", + "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but on different objects and with different failure modes." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different serialization/training problems." }, { - "left": "issue:42831", + "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 vs missing processor files on save; unrelated." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is processor artifact omission." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset loading issue vs config validation issue; different subsystems." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Multimodal config initialization vs Whisper timestamp decode crash." + "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument regression vs auto_docstring annotation crash." + "reason": "LasrFeatureExtractor center-arg regression and auto_docstring annotation handling are unrelated." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Different import errors from different dependencies and symbols." + "reason": "MLflow reporting on training failure and a custom Trainer loss-signature change are separate training API issues." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "MLflow reporting on failed jobs vs Trainer compute_loss signature break." + "reason": "Both are import errors, but they concern different packages and symbols with different causes." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation." + "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are different config-related bugs." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job reporting issue vs model-loading regression for a specific model." + "reason": "Training-job reporting and Llama 3.2 vision model loading regression are unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error." + "reason": "Tokenizer config mismatch and Qwen3.5-MoE from_pretrained failure are different issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "MoE FP8 serialization bug vs a question about max_shard_size default." + "reason": "FP8 save_pretrained behavior and the 50GB max_shard_size question are unrelated save_pretrained topics." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import error vs MLflow reporting bug." + "reason": "Missing PyTorch import for AutoModel and MLflow reporting on failed training jobs are unrelated errors." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression vs flash-attention generation issue." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are different code paths." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting vs embedding reinitialization after resize; unrelated." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs update bug vs OCR index error in Kosmos2.5." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split behavior in a MoE indexer vs meta-initialization incompatibility." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading issue vs pipeline-parallel output correctness issue." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Docstring problem vs RoPE implementation discussion; not the same bug." - }, - { - "left": "issue:43761", - "right": "issue:46082", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs LlamaConfig validation; different models and failures." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer attribute." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Position_ids buffer read issue vs processor.save_pretrained missing files." + "reason": "MLflow reporting and embedding reinitialization after resize are unrelated training/model-state bugs." } ] }, @@ -12188,22 +12172,20 @@ "component_index": 1, "component_count": 17, "review_unit_index": 39, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:22355", "issue:28282", "issue:30990", - "issue:33357", "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", "issue:42886", @@ -12214,21 +12196,22 @@ "issue:43479", "issue:43576", "issue:43644", - "issue:43646", "issue:43723", + "issue:43761", "issue:43784", "issue:43824", + "issue:43873", "issue:44038", - "issue:44117", "issue:44261", "issue:44263", "issue:44295", - "issue:44297", "issue:44360", "issue:44373", + "issue:44483", + "issue:44485", "issue:44514", "issue:44568", - "issue:44704", + "issue:44623", "issue:44829", "issue:44871", "issue:44913", @@ -12236,240 +12219,241 @@ "issue:45092", "issue:45103", "issue:45278", - "issue:45290", "issue:45310", "issue:45357", - "issue:45593", + "issue:45406", "issue:45753", + "issue:45834", "issue:46002", - "issue:46050" + "issue:46050", + "issue:46082" ], "soft_pairs": [ + "issue:43232|issue:45834", + "issue:43873|issue:44945", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44295|issue:44623", "issue:44263|issue:44360", "issue:44514|issue:45103", "issue:43479|issue:43644", "issue:43723|issue:44871", "issue:45092|issue:45357", - "issue:44261|issue:45092", - "issue:30990|issue:38175", "issue:42907|issue:46050", + "issue:30990|issue:38175", "issue:44829|issue:46002", + "issue:44261|issue:45092", "issue:41628|issue:43824", "issue:42831|issue:45310", "issue:44263|issue:44373", "issue:43479|issue:44913", "issue:22355|issue:28282", - "issue:39401|issue:44568", "issue:42831|issue:44038", - "issue:42757|issue:45278", + "issue:39401|issue:44568", "issue:44945|issue:45753", + "issue:42757|issue:45278", "issue:42886|issue:42994", - "issue:43576|issue:43784", "issue:42886|issue:43066", - "issue:42371|issue:44263", - "issue:44117|issue:44704", - "issue:43232|issue:45593", - "issue:43646|issue:46002", - "issue:30990|issue:33357", - "issue:44704|issue:45290", - "issue:44295|issue:44297" + "issue:43576|issue:43784" ], - "prepared_review_unit_hash": "d5f483624198cd2d65ed5534ef606fac646ef44bce54b1af07f2a0fc71c5ad0d", + "prepared_review_unit_hash": "809c3e5f2e0822695bc9deda87d2f31ba31d7349e6832f4632c7c64dbadffebd", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35181, - "estimated_input_tokens": 8796, - "estimated_eval_tokens": 17848 + "serialized_chars": 35126, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly a loose collection of unrelated Transformers bugs; the only broadly representative issue is the v5 upgrade/import-regression umbrella. None of the soft pairs look like true duplicates or the same concrete fix path.", - "confidence": 0.36, - "canonical_issue_reason": "issue:45278 is the best umbrella candidate because it frames the broadest and most representative regression theme in the set: multiple import errors after upgrading Transformers.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers regressions, import/load failures, tokenizer/config issues, and model-specific bugs. None of the soft pairs looks like the same concrete underlying problem, so I reject all candidate merges.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set for post-v5 import/load regressions, so it is the best cluster anchor even though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest single issue to anchor the cluster since it is broad, regression-focused, and plausibly subsumes several narrower import/load complaints.", + "best_issue_reason": "issue:45278 is the most central high-level representative of the repeated import/loading failures, with the widest thematic overlap across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: generation kwargs after sync_gpus vs a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline parallelism are distinct bugs with different symptoms and fixes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a docstring issue; the other is a RoPE implementation bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in an indexer is unrelated to remote-code meta initialization incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different model families and failures: CLIP hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection and Gemma4Processor missing _tokenizer are not the same failure." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor.save_pretrained missing files are different save/load bugs." + }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention GLM/DSA-related code, but one is about torch.split outputs and the other about a missing ReLU; different bugs and different fixes." + "reason": "Both mention the DSA indexer, but torch.split return values and a missing ReLU are distinct defects." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "One is a Qwen2_5_VLProcessor batched chat-template crash, the other is an auto_docstring AttributeError from future annotations; unrelated code paths." + "reason": "A batched processor padding crash is unrelated to an auto_docstring AttributeError from future annotations." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig default-subconfig initialization and non-persistent buffer junk are separate v5 regressions with different failure modes." + "reason": "Incorrect default vision/audio subconfigs and junk non-persistent buffers are different initialization problems." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are distinct issues affecting different mechanisms." + "reason": "Tokenizer loading from pretrained and an eos_token_id mismatch are different tokenizer/config issues." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both concern multimodal model serialization/loading, but they hit different model families and different code paths (meta init compatibility vs wrong visual encoder keys)." + "reason": "Remote-code meta initialization incompatibility is unrelated to incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "MLA layernorm precision/config handling is unrelated to InternVL2 remote-code meta-initialization compatibility." + "reason": "Both involve quantized models, but dequantized-model save failures and sinq save/load breakage are not the same code path." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading hang and SigLIP2 zero probabilities are different symptoms on different models." + "reason": "Sentence Transformers loading hangs and SIGLIP2 zero probabilities are unrelated symptoms." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Both involve quantized model saving, but one is about dequantized Ministrals/Devstrals while the other is sinq save_pretrained/from_pretrained breakage; not the same bug." + "reason": "FlashAttention-3 training degeneration and NaNs after checkout/init are different training/init failures." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Flash-attention-3 degenerate training and NaNs after checkout/init are distinct training/init problems with no clear shared concrete root cause." + "reason": "MLA q_a_layernorm precision error is unrelated to remote-code meta initialization." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different symbols and model APIs, so they are not the same underlying defect." + "reason": "Both are import errors, but they concern different missing symbols and different failure sources." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy concerns and Qwen3.5 MoE from_pretrained failure are different problems in different areas." + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 from_pretrained errors are different bugs." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a runtime DSA indexer behavior bug; the other is a docstring issue. Not the same change or fix." + "reason": "A runtime torch.split bug and a wrong docstring are not the same issue." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Incorrect multimodal default config initialization and GPTNeoXConfig rotary_pct reload behavior are separate configuration bugs." + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and AutoModel requiring PyTorch are unrelated import/environment failures." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer-related, but one is offset_mapping for Qwen3 and the other is add_special_tokens/BOS-EOS behavior for mdeberta; different code paths." + "reason": "Missing transformers.onnx and missing PyTorch dependency are separate import/dependency failures." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are not the same bug despite both being v5-era regressions." + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe behavior in v5 are different problem reports." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Both involve import problems after upgrade, but one is a specific huggingface_hub symbol import and the other is a broad Transformers v5 import-regression report; too generic to merge." + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer behaviors." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism wrong-output and Qwen3_5 infinite-loop-on-image are different inference failures." + "reason": "Pipeline-parallelism output errors and Qwen3_5 image-specific infinite loops are not the same bug." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Offline cache tokenization failure and quantized model saving failure are separate storage/loading bugs." + "reason": "Missing huggingface_hub import and broad post-upgrade import errors are related only at a very high level, not the same concrete bug." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "A broken CLI env command and a sentence-transformers import NameError are unrelated regressions." + "reason": "Offline tokenizer cache loading and quantized model saving are different lifecycle failures." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different tokenizer issues with different remedies." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 API guidance and GLM DSA torch.split behavior are unrelated." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different loader defects." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs sync_gpus behavior and D-FINE auxiliary-loss omission are unrelated." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads after init are not the same concrete issue." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Model loading hang and MacOS bus error on CLIP are different failures." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and apply_chat_template assistant/tool-call crash are different API bugs." + "reason": "Offline cache loading and wrong tokenizer decoder type are distinct tokenizer issues." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are separate serialization/metadata issues." + "reason": "A broken transformers env command and a sentence-transformers import NameError are different bugs." } ] }, @@ -12485,23 +12469,20 @@ "component_index": 1, "component_count": 17, "review_unit_index": 40, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ - "issue:22355", - "issue:28218", "issue:29127", - "issue:29159", "issue:30990", + "issue:33357", "issue:36296", - "issue:39401", "issue:41628", - "issue:42757", + "issue:42371", "issue:42907", "issue:43116", "issue:43122", @@ -12509,6 +12490,8 @@ "issue:43408", "issue:43452", "issue:43475", + "issue:43550", + "issue:43646", "issue:43723", "issue:43756", "issue:43784", @@ -12516,8 +12499,9 @@ "issue:43937", "issue:44038", "issue:44060", - "issue:44222", + "issue:44117", "issue:44261", + "issue:44263", "issue:44295", "issue:44297", "issue:44351", @@ -12525,35 +12509,43 @@ "issue:44373", "issue:44442", "issue:44485", - "issue:44488", "issue:44514", "issue:44521", "issue:44625", + "issue:44704", "issue:44779", "issue:44829", "issue:44945", "issue:44964", - "issue:44977", "issue:45200", - "issue:45216", "issue:45245", "issue:45278", - "issue:45446", - "issue:45478", - "issue:45600" + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132" ], "soft_pairs": [ - "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:43550|issue:46132", + "issue:44704|issue:45290", + "issue:44295|issue:44297", "issue:44261|issue:44373", "issue:42907|issue:44945", - "issue:41628|issue:45278", "issue:43122|issue:44514", + "issue:43756|issue:44060", + "issue:41628|issue:45278", "issue:43723|issue:44779", "issue:43723|issue:44442", - "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:43408|issue:43475", "issue:44360|issue:44485", + "issue:43784|issue:45600", + "issue:43408|issue:43475", "issue:43122|issue:44521", "issue:43232|issue:45245", "issue:44625|issue:44829", @@ -12561,241 +12553,226 @@ "issue:42907|issue:44964", "issue:44038|issue:44297", "issue:29127|issue:30990", - "issue:43122|issue:44779", "issue:44038|issue:44295", + "issue:43122|issue:44779", "issue:36296|issue:43116", "issue:42907|issue:43452", - "issue:43824|issue:44351", - "issue:39401|issue:44488", - "issue:44038|issue:44222", - "issue:45216|issue:45478", - "issue:39401|issue:44521", - "issue:42757|issue:44351", - "issue:43784|issue:45446", - "issue:22355|issue:28218", - "issue:43122|issue:44977", - "issue:22355|issue:29159" + "issue:43824|issue:44351" ], - "prepared_review_unit_hash": "038dd8e0e45ed6d0bb8436ed76ea4e32e1325002b775a785826410e711259561", + "prepared_review_unit_hash": "8c076c5d6e7b61af4a6a72de8ea95cd7b5554cb459d1591e897222059303b87a", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36875, - "estimated_input_tokens": 9219, - "estimated_eval_tokens": 18694 + "soft_pair_count": 31, + "serialized_chars": 36645, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a loose concentration around tokenizer/import regressions in v5, but not enough to collapse into a single duplicate chain.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43122 is the closest representative of the recurring tokenizer-regression theme and is broad enough to stand in for several nearby tokenizer-related reports.", + "summary": "This looks like a loose semantic cluster of Transformers issues around v5 regressions, imports, tokenizers, and multimodal/model-loading behavior rather than one duplicate bug. The soft pairs mostly share broad subsystem vocabulary but describe different concrete failures, so they should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best single issue to anchor the cluster because it describes a version-wide tokenizer behavior regression, which is the most central recurring pattern here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both concern loading/registry paths, but one is about TOKENIZER_MAPPING_NAMES returning None and the other about AutoProcessor kwargs not reaching cached_file; different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior; same broad ML library, different bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Different model-specific bugs: RoPE-layer selection vs a tied-weights warning in Qwen3-Next." + "reason": "Custom model initialization breakage in v5 is not the same as NaNs in classification heads upon checkout/init." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and a torch.split indexing issue are unrelated runtime behaviors." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading stall and a MacOS bus error with a CLIP model are different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile SDPA training bug and AttentionInterface.register changing registered-function behavior are distinct issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs propagation is not the same as apply_chat_template crashing on assistant tool-call messages." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading position_ids after buffer registration; the other is tokenizer_class metadata mismatch on save_pretrained." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "One is a precision/config bug in MLA layernorm; the other is a docstring issue for position_ids." + "reason": "MLA q_a_layernorm epsilon precision discussion and a wrong docstring for position_ids are not duplicates." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Unrelated code paths: saving dequantized models vs incorrect output under pipeline parallelism." + "reason": "Saving dequantized Ministral/Devstral models differs from incorrect LLM output under pipeline parallelism." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "45278 is a broad upgrade/import breakage report, not the same concrete missing import as 41628." + "reason": "Tokenizer behavior change across versions is different from a processor crash on batched chat templates with padding=False." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both involve tokenization/chat processing, but they describe different failures in different APIs and code paths." + "reason": "Smollm3 RoPE layer count mismatch and Qwen3-Next tied-weights warning are separate model-specific bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import and many import errors after upgrading are related only at a very broad API-break level, not the same concrete bug." }, { "left": "issue:43723", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but one is a load/import problem and the other is incorrect tokenization output." + "reason": "AutoTokenizer.from_pretrained loading failure and DeepSeek tokenization regressions are both tokenizer-related but not the same issue." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "AutoTokenizer loading failures, but for different tokenizer classes and failure modes." + "reason": "Tokenizer loading failure and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are both loader problems, but they involve different tokenizer classes and causes." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Both are import/config breakages, but they are distinct missing-symbol problems in different subsystems." + "reason": "Model save/dequantization failure is unrelated to invalid GenerationConfig for GLM-5." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "No shared underlying bug: model save/dequantization versus GenerationConfig validation." + "reason": "A DSA indexer math/kernel complaint and GLM-5 RoPE implementation discussion are not the same code-path problem." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute at runtime." + "reason": "Sentence-transformers import NameError from latest transformers is different from auto_mappings.py referencing removed Sam3LiteText configs." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Completely unrelated: DSA indexer math versus GLM-5 RoPE implementation." + "reason": "sam3_video vs sam3_tracker warning is a config/class mismatch, while the other is a missing fpn_position_embeddings attribute at runtime." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one is tokenizer-version behavior and the other is multimodal assistant-mask generation." + "reason": "Tokenizer output changes across versions are not the same as assistant_masks being all zero for multimodal chat templates." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation kwargs handling and category cardinality are unrelated bugs." + "reason": "Generation kwargs sync behavior and a categorical cardinality limit error are unrelated." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different classification issues: config propagation versus flash-attention training degeneration." + "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training with flash_attention_3." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output bug versus a Gemma 4 multimodal token-id defaulting issue." + "reason": "Multi-label example script returning empty results is a different problem from mm_token_type_ids being required for text-only fine-tuning." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different symptoms and paths: saving dequantized models versus loading a multimodal checkpoint." + "reason": "Saving dequantized models is unrelated to loading Phi-4 multimodal with latest transformers." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe support issue versus tokenizer_config save metadata mismatch." + "reason": "Qwen3-VL-Moe compatibility bug and tokenizer_class mismatch on save_pretrained are not the same issue." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "Unrelated: LayoutLMv3 error-message clarity versus a Sentence Transformers load hang." + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are completely different bugs." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and distinct behavior changes." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Model family/support issue versus a position_ids buffer-read error." + "reason": "Both mention tokenizer behavior across versions, but the DeepSeek case is a model-specific incorrect-tokenization regression, not the same as the generic version-difference report." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script classification output are unrelated." + "reason": "Tensor parallel training bug and empty multi-label classification results are different training/eval issues." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models is a different problem from gguf_file breaking from_pretrained loading." + "reason": "Dequantized model save failure does not match gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are different missing exports from different packages." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Tokenizer offset_mapping regression and a model-loading failure are not the same bug." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Different features: Qwen3-VL-Moe bug versus FP8 save_pretrained for MoE." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Related model family and version, but one is save_pretrained regression and the other is from_pretrained loading failure." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Both involve tokenization-related outputs, but offset_mapping and assistant_masks are separate code paths." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Unrelated import failures from different libraries and symbols." - }, - { - "left": "issue:43784", - "right": "issue:45446", - "accept": false, - "reason": "One is a missing nn import; the other is an incorrect PyTorch version check." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "No overlap: missing transformers.onnx module versus extra space after added token." - }, - { - "left": "issue:43122", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer regression versus flash-attention generation failure; different concrete bugs." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "Unrelated: missing onnx module versus slow/fast tokenizer inconsistency." + "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are both import regressions, but they affect different symbols and components." } ] }, @@ -12811,73 +12788,82 @@ "component_index": 1, "component_count": 17, "review_unit_index": 41, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:22355", - "issue:29127", + "issue:28218", + "issue:29159", "issue:33453", "issue:38617", "issue:39401", "issue:42222", "issue:42371", + "issue:42757", "issue:42831", "issue:43064", "issue:43066", "issue:43116", - "issue:43381", + "issue:43122", "issue:43441", - "issue:43450", "issue:43493", "issue:43611", "issue:43673", + "issue:43784", "issue:43825", "issue:43827", "issue:43874", "issue:43937", "issue:43976", - "issue:43986", "issue:43992", "issue:44038", "issue:44075", - "issue:44117", + "issue:44222", + "issue:44351", "issue:44380", - "issue:44466", "issue:44485", + "issue:44488", + "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44936", - "issue:44945", "issue:44977", - "issue:45081", "issue:45083", + "issue:45216", "issue:45278", "issue:45357", - "issue:45405", "issue:45446", "issue:45478", "issue:45563", - "issue:45588", "issue:45753", "issue:46002", "issue:46077" ], "soft_pairs": [ + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:43122|issue:44977", + "issue:22355|issue:29159", "issue:43066|issue:44779", "issue:43992|issue:44704", "issue:43937|issue:44485", "issue:43611|issue:46002", "issue:43976|issue:45446", - "issue:42371|issue:43874", "issue:43493|issue:45753", "issue:42222|issue:43441", "issue:42831|issue:45753", + "issue:42371|issue:43874", "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:44038|issue:45478", @@ -12889,232 +12875,205 @@ "issue:43064|issue:43673", "issue:44380|issue:46077", "issue:33453|issue:39401", - "issue:44625|issue:46002", "issue:43827|issue:45446", - "issue:44117|issue:45588", - "issue:39401|issue:44779", - "issue:22355|issue:29127", - "issue:43381|issue:44945", - "issue:43937|issue:44977", - "issue:44466|issue:46002", - "issue:45405|issue:45446", - "issue:43450|issue:43986", - "issue:44117|issue:45081" + "issue:44625|issue:46002" ], - "prepared_review_unit_hash": "1069423707a54b0079b91003de67d9184d337384da4a088e5f512949884671fd", + "prepared_review_unit_hash": "fa095073087b746d56832058e09ac996cdf80cf76348d6778ad3c0d4da42df31", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36695, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 36424, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct bug reports across tokenizers, multimodal models, training, attention backends, and dependency/version regressions. I do not see any soft pair that clearly describes the same underlying bug or code change.", - "confidence": 0.38, - "canonical_issue_reason": "Issue 45278 is the broadest regression report in the set and best fits a cluster-level representative because it summarizes multiple import failures after a version upgrade.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues, with a few loose theme overlaps around v5 regressions, tokenizer behavior, imports, and Qwen3.5. No soft pair looks like the same underlying bug/change strongly enough to merge.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report here: it explicitly summarizes multiple import regressions after upgrading to 5.5.0, making it the closest thing to a cluster-level canonical issue among otherwise mostly unrelated items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most suitable global representative: it describes a wide-impact upgrade regression rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 45278 is the best standalone issue to anchor triage because it is the most general and could absorb nearby import-error reports; the rest of the set is too fragmented to serve as a better canonical target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: Qwen3 tokenizer offset mapping vs a model load/import problem for sleng-bert. Same broad area, not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe runtime/load regression and FP8 save_pretrained behavior are different code paths and different symptoms." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping in Qwen3 tokenizer is unrelated to multimodal assistant mask generation in apply_chat_template." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing-import issues for different symbols ('is_offline_mode' vs 'HybridCache'); no evidence of one root cause." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for transformers.onnx is not the same as tokenizer adding an extra space after an added token." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "A general tokenization difference across versions is not the same as a flash-attention generation failure for Qwen3.5." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "One is an import-path failure; the other is slow/fast tokenizer inconsistency." + }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different failure modes (decoder type vs incorrect Deepseek outputs)." + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are both tokenizer-related but not the same bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "One is a missing model weight during UMT5 loading; the other is AutoProcessor not forwarding kwargs to cached_file. Different code paths." + "reason": "Missing embed_tokens weights in UMT5Encoder.from_pretrained is unrelated to AutoProcessor kwargs not reaching cached_file." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation config validation and GLM-5 RoPE behavior are related to the same model family but not the same concrete bug." + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation discussion do not describe the same failure." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Loading with base_model_prefix and NaNs in classification heads are unrelated symptoms and fixes." + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different problems." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "These are separate environment/version checks affecting different subsystems (Python compatibility vs flex_attention import gating)." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated issues." + "reason": "Python version compatibility and a PyTorch version check for flex_attention are different versioning issues." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and different behaviors: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are unrelated model bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + "reason": "Vitpose model breakage and Ministral-3 flash-attention failure are different subsystems and symptoms." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy concerns do not match the Qwen3_5 infinite-loop symptom." + "reason": "FP8 accuracy issues are not the same as a Qwen3_5 image-triggered infinite loop." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Optimizer argument handling and trainer evaluate/train lifecycle failures are different bugs." + "reason": "TF32 API guidance and a missing image-patch helper in GLM46VImageProcessorFast are unrelated." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both mention Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same code path." + "reason": "Optimizer-argument handling and trainer.evaluate() failing after train() are different trainer bugs." }, { - "left": "issue:44038", + "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3/Qwen3.5 MoE-related, but one is a broader v5/Qwen3-VL-Moe issue and the other is a specific from_pretrained error." + "reason": "Incorrect visual encoder keys in save_pretrained is a save-path bug, not the same as a Qwen3.5 Moe from_pretrained error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label outputs and pipeline translation support messaging are unrelated." + "reason": "Example script multi-label behavior and pipeline() translation messaging/docs are separate issues." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A Qwen3_omni_moe feature-extraction helper issue is unrelated to the flex_attention version check." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Example script classification behavior and SigLIP2 implementation mismatch are unrelated." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "A GLM-5 generation config error and a stale warning in paged generate are different issues." + "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to flex_attention import/version checking." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad import-regression umbrella, but the former is a specific missing symbol; not enough evidence they are the same bug." + "reason": "The specific layer_type_validation import failure may be thematically related, but there is not enough evidence to treat it as the same underlying bug as the broader import-error report." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer/FSDP optimizer state corruption and GenerationMixin cache missing are distinct failure modes." + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache in chunked_prefill are different code paths." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are separate attention-behavior bugs." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional attention-mask construction are not the same bug." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is a general loading regression and the other is a Qwen3 offset_mapping defect." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "Num_labels propagation in Qwen3.5 and NaNs in classification heads are unrelated." + "reason": "A generic tokenizer-loading regression is not the same as a Qwen3 offset_mapping defect." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import/version check are unrelated." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None involve different mechanisms." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer output correctness regressions, but for different models and likely different implementations." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "A missing module import and a layoutlmv3 error-message clarity issue are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:44945", - "accept": false, - "reason": "Gradient checkpointing in eval mode and incorrect pipeline parallel outputs are separate training/inference issues." + "reason": "Documentation still mentioning pipeline() and a flex_attention import version check are unrelated." }, { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "These are different Qwen/GLM model regressions with different symptoms and code paths." - }, - { - "left": "issue:44466", + "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Serialization inconsistency for tied weights and NaNs during init/checkpointing are unrelated." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "A PEFT minimum-version bump and a PyTorch version check bug are not the same underlying change." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Batched video processor shape handling and missing torchvision crash are different problems." - }, - { - "left": "issue:45081", - "right": "issue:45588", - "accept": false, - "reason": "A Mistral regex patch crash and a flash_attention s_aux=None crash are separate code paths." + "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are different issues." } ] }, @@ -13130,14 +13089,16 @@ "component_index": 1, "component_count": 17, "review_unit_index": 42, - "review_unit_count": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ + "issue:22355", + "issue:29127", "issue:38617", "issue:39401", "issue:41628", @@ -13145,319 +13106,604 @@ "issue:42222", "issue:42371", "issue:42673", - "issue:42831", "issue:43012", "issue:43066", - "issue:43097", "issue:43122", - "issue:43335", + "issue:43381", "issue:43408", "issue:43421", - "issue:43441", - "issue:43452", + "issue:43450", "issue:43577", "issue:43742", - "issue:43874", - "issue:43906", - "issue:43931", "issue:43937", - "issue:44038", + "issue:43986", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", - "issue:44263", "issue:44291", "issue:44410", + "issue:44466", "issue:44483", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", + "issue:44779", "issue:44829", + "issue:44945", "issue:44964", "issue:44977", "issue:45071", "issue:45072", + "issue:45081", "issue:45216", "issue:45278", "issue:45310", - "issue:45459", + "issue:45405", + "issue:45446", "issue:45464", - "issue:45478", "issue:45542", - "issue:45656" + "issue:45588", + "issue:45656", + "issue:46002" ], "soft_pairs": [ - "issue:42673|issue:45072", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:44117|issue:45081", "issue:38617|issue:41628", + "issue:42673|issue:45072", "issue:44410|issue:45310", "issue:44829|issue:45216", - "issue:39401|issue:43421", "issue:44291|issue:45071", + "issue:39401|issue:43421", "issue:44484|issue:45310", - "issue:43408|issue:43742", "issue:42222|issue:45542", + "issue:43408|issue:43742", "issue:43937|issue:44496", "issue:42175|issue:42222", - "issue:44964|issue:45278", "issue:44483|issue:45464", + "issue:44964|issue:45278", "issue:44075|issue:45656", "issue:43066|issue:43122", - "issue:42371|issue:44261", "issue:43012|issue:43577", - "issue:38617|issue:44220", - "issue:44410|issue:45478", - "issue:44484|issue:45478", - "issue:43874|issue:44261", - "issue:44263|issue:44485", - "issue:43097|issue:44493", - "issue:41628|issue:45071", - "issue:43012|issue:43408", - "issue:45071|issue:45542", - "issue:42222|issue:45459", - "issue:43441|issue:44829", - "issue:42673|issue:43906", - "issue:42673|issue:44977", - "issue:42371|issue:42831", - "issue:43931|issue:44038", - "issue:43097|issue:43452", - "issue:43335|issue:45071" + "issue:42371|issue:44261", + "issue:38617|issue:44220" ], - "prepared_review_unit_hash": "5d8b7975031b3fed2832e9fef343cec73ab3ad0eb0d00b96ffc7b801dd39cf8f", + "prepared_review_unit_hash": "0539865eeb0343d01b36b7ce28ef6f75e5d28401660eaa2096115fd3504ca357", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37697, - "estimated_input_tokens": 9425, - "estimated_eval_tokens": 19106 + "soft_pair_count": 27, + "serialized_chars": 35754, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous Transformers regression reports with only topical overlap. No soft pair should be treated as a confirmed duplicate here; even the tokenizer-v5 pair (43066/43122) is only a soft similarity and is explicitly non-deterministic in the packet.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43066 is the clearest representative of the tokenizer-v5 subgroup, but the packet does not support elevating it to a confirmed duplicate root for issue:43122.", + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, import errors, dtype/config issues, and unrelated runtime bugs. The soft edges are largely false positives; I would not merge any of these issue pairs as duplicates based on the available titles/metadata alone.", + "confidence": 0.42, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set, with an explicit version comparison (4.57.3 \u2192 5.0) and enough context to anchor nearby tokenizer-related reports. It is still not a duplicate of the others, but it is the best canonical issue among this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the strongest single issue anchor because it most directly describes the underlying tokenizer-decoder regression, even though the evidence remains soft.", + "best_issue_reason": "issue:43122 is the best single issue to represent the cluster because it describes a general behavior regression rather than a narrow model-specific or import-symbol-specific failure. The rest of the set is too mixed to justify a tighter canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Different bugs: threaded VRAM leak vs bfloat16 dtype mismatch." + "reason": "Different failures: tokenizer mapping lookup vs flash-attention crash on sink-less models. Same project area, not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared code-path: ONNX import/package issue versus a LayoutLMv3 error-message clarity problem." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and pipeline-parallelism output corruption are distinct runtime problems." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is wrong offset mappings and the other is DeepSeek tokenization mismatch in v5; not clearly the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and flash-attention generation issues are separate code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and missing-torchvision AutoProcessor crash are different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crashing are different tokenizer failures with different triggers." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different breakages." + "reason": "Both are import errors, but they concern different symbols and likely different breakages." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak under multiple dataloader threads is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen variants and distinct failures: missing projections vs from_pretrained error." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are distinct model-loading issues." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Different code paths: flash-attention training degeneration vs save_pretrained regression." + "reason": "Flash-attention 3 training degeneration and save_pretrained checkpoint regression are not the same bug." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer-related, but offset mapping and runtime post-processor updates are different bugs." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and PretrainedConfig type-checking are different regressions." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Different failures: init_empty_weights argument handling vs config type checking." + "reason": "Offset mapping correctness and runtime post-processor updates for special tokens are separate tokenizer behaviors." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated issues: shard sizing vs Qwen3.5 MoE loading." + "reason": "Shard-size default question and Qwen3.5 MoE loading error are unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Different models and symptoms: sam3 tracker/video warning vs MobileLLM key error." + "reason": "VitPose model breakage and tensorboard-without-TF backend detection are unrelated failures." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Model breakage vs backend dependency misinstallation; not the same bug." + "reason": "sam3_tracker type warning and MobileLLM key error are different model/config issues." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation and missing model_type are different load-time failures." + "reason": "Invalid GenerationConfig and missing model_type in config.json are different loading/validation errors." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Dependency/backend packaging issue vs model-specific VitPose breakage." + "reason": "Package-extras backend installation issue and broken VitPose models are not the same underlying bug." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Single model load failure is not the same as a broad import-regression report." + "reason": "Both mention chat/completions, but one is a generic v5.3 incompatibility and the other is a Qwen3.5 streaming-specific failure." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Both mention chat/completions, but the concrete failures differ." + "reason": "Phi-4 multimodal loading failure and broad import errors after upgrade are different problems." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Different optimizer bugs: ignored SGD args vs double stepping under deepspeed." + "reason": "SGD args ignored and optimizer step called twice with deepspeed are separate optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Only soft similarity; packet marks this deterministic_accept=false, so do not treat the tokenizer-v5 reports as a confirmed duplicate." + "reason": "Both involve tokenizer regressions in v5, but one is wrong decoder type and the other is changed tokenization output; not enough evidence they are the same bug." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "TF32 API guidance is unrelated to an rms_norm_eps precision bug." + "reason": "A bf16 compile warning and BLIP2 dtype remaining float32 on load are distinct dtype issues." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Compile-time precision warning vs BLIP2 dtype propagation bug." + "reason": "TF32 API guidance and MLA rms_norm_eps precision error are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Superficial import/runtime similarity only; different modules and failures." - }, + "reason": "Missing configuration_utils export and _torch_extract_fbank_features issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:42673|issue:43906", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:44117|issue:44987", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:44704|issue:45103", + "issue:44261|issue:44485", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "efd0dbeaab1214be70027eb5c17702e25cef290c24bc7af47e0e8ff41d315e78", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37355, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: the soft pairs share superficial Transformers/loading/model-family vocabulary, but they do not describe the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the clearest standalone bug here: a core API contract violation where `local_files_only=True` is ignored and requests are still made.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5/Qwen3next loading paths and failure surfaces." + "reason": "Different failures: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Different model/component bugs: image patch counting vs layernorm epsilon config." + "reason": "Unrelated topics: save_pretrained shard sizing question vs Qwen3.5 MoE loading failure." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both GLM-related, but torch.split behavior and RoPE implementation are distinct." + "reason": "Tensor split return handling in GLM MoE code is not the same as a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method and an rms_norm_eps precision issue are different code paths." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config option vs unexpected position-id keys across models." + "reason": "Removed config flag warning is unrelated to unexpected `position_id` keys at load time." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Import-export regression and PretrainedConfig type-checking regression are unrelated." + "reason": "ImportError for `AutoImageProcessor` and a PretrainedConfig type-checking regression are not the same bug." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Precision warning vs model-type mismatch warning." + "reason": "Float32 warning on bfloat16 compile is different from a model-type mismatch warning." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "PretrainedConfig typing and missing TensorFlow backend are unrelated." + "reason": "VitPose breakage is not the same underlying issue as protobuf-related tokenizer error masking." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "VitPose breakage is not the same as tokenizer error masking when protobuf is absent." + "reason": "Type checking breakage and missing-TensorFlow backend handling are separate problems." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but different models and failure modes." + "reason": "Both mention flash attention, but one is an inference/load failure and the other is degenerate training; not mergeable as one fix." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "Threaded VRAM leak is not the same as an isolated reproduction report." + "reason": "A Qwen3ForCausalLM VRAM leak in dataloader threads is not the same as an isolated reproduction of another issue." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "Different Qwen3.5 problems: memory leak vs generation failure with flash attention." + "reason": "VRAM leakage and flash-attention generation failure are different concrete symptoms and code paths." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 control API feedback and FineGrainedFP8 accuracy regression are different precision issues." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are unrelated." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL loading problems with different model variants and errors." + "reason": "Weight-shape mismatch on one Qwen3-VL model is not the same as a Qwen3-VL-Moe v5 bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config removal and gguf-file loading breakage are unrelated." + "reason": "Config-flag removal and gguf_file loading failures are distinct regressions." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to PretrainedConfig type checking." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to config type-checking." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a physical-intelligence loading failure are not the same failure mode." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallelism output corruption are separate issues." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Two different warnings about two different config fields; no shared root cause." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing `get_number_of_image_patches` and a `torch.split` return-value bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision is not the same as a save_pretrained shard-size question." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules/packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states in distributed training is not the same as Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed embedding-tie config and post-save quantized model breakage are different bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate ImportError reports for different symbols; no shared underlying fix." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing layer projections and a missing config field silently dropped by strict parsing are different problems." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "`AddedToken` keyword duplication is unrelated to tokenizer mapping assumptions in from_pretrained." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multi-threaded loading is unrelated to Gemma 4 needing `mm_token_type_ids` defaults." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and qwen3next missing projections do not share the same code path." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight mismatch and missing attention projections are different loading/model-definition issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision and GLM-5 RoPE implementation are separate model bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring `local_files_only` is not the same as a missing `embed_tokens.weight` in UMT5Encoder." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the packet does not support any accepted duplicate edge. In the soft_pairs list, issue:43066 \u2194 issue:43122 is explicitly marked deterministic_accept=false, so calling it a true duplicate overstates the evidence. The summary should stay conservative and describe all pairs as only soft similarity unless the packet shows a stronger link." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13466,83 +13712,64 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 43, - "review_unit_count": 48, + "review_unit_index": 44, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:38617", + "issue:42490", "issue:42617", - "issue:42673", "issue:42757", - "issue:42886", + "issue:42907", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43381", - "issue:43408", + "issue:43299", "issue:43502", + "issue:43526", "issue:43550", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43792", + "issue:43824", "issue:43825", + "issue:43867", "issue:43873", - "issue:43874", "issue:43906", - "issue:43931", - "issue:43976", "issue:43986", "issue:43992", "issue:44038", - "issue:44062", "issue:44117", - "issue:44261", - "issue:44263", - "issue:44315", - "issue:44351", + "issue:44222", + "issue:44230", "issue:44368", - "issue:44410", + "issue:44380", + "issue:44483", "issue:44484", - "issue:44485", + "issue:44514", "issue:44655", - "issue:44704", - "issue:44945", + "issue:44683", "issue:44964", - "issue:44987", - "issue:45103", - "issue:45200", "issue:45290", "issue:45341", "issue:45372", - "issue:45375", + "issue:45381", + "issue:45478", "issue:45561", "issue:45588", + "issue:45753", "issue:45859", - "issue:46050" + "issue:46123" ], "soft_pairs": [ - "issue:43408|issue:44368", - "issue:44117|issue:44987", - "issue:43976|issue:44945", - "issue:43874|issue:44263", - "issue:43986|issue:44484", - "issue:38617|issue:42757", - "issue:43064|issue:44315", - "issue:43097|issue:46050", - "issue:38617|issue:44351", - "issue:44410|issue:45375", - "issue:44062|issue:44117", - "issue:43097|issue:45588", - "issue:42673|issue:45200", - "issue:44038|issue:44410", - "issue:44704|issue:45103", - "issue:43931|issue:44410", - "issue:43502|issue:43992", - "issue:44261|issue:44485", "issue:44964|issue:45341", "issue:45341|issue:45859", "issue:43097|issue:43873", @@ -13553,252 +13780,256 @@ "issue:45341|issue:45561", "issue:43986|issue:45372", "issue:43986|issue:45341", - "issue:43825|issue:44655", "issue:45341|issue:45588", - "issue:43992|issue:44484", + "issue:43825|issue:44655", "issue:43208|issue:43550", + "issue:43992|issue:44484", "issue:43012|issue:43550", "issue:43012|issue:44368", - "issue:42886|issue:43381" + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43792|issue:46123", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:43673|issue:46123", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:44483|issue:45381", + "issue:43299|issue:43867" ], - "prepared_review_unit_hash": "9078f372e351e16aafb8a2724f6bf67a63f6792b63ef8074a3092f6652552a84", + "prepared_review_unit_hash": "93cbcd20a8d85f3ba8db5221f3ab19b5f98cd5f3d87f0187e494c7b8e9c664f9", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38095, - "estimated_input_tokens": 9524, - "estimated_eval_tokens": 19304 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is only loosely related by Transformers ecosystem keywords; the soft pairs span distinct bugs, model families, and code paths, so none look like true duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The set is a loose collection of Transformers issues, not a duplicate cluster. None of the soft edges look like the same underlying bug or change, so all should be rejected. If one issue must represent the group, the local_files_only regression (43502) is the strongest standalone candidate because it is well-scoped, well-discussed, and broadly user-visible.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43502 is the clearest high-signal report in the set: concrete repro, broad user impact, and strong discussion/inbound reference activity. It is the best single representative if a canonical issue is required.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43986 is the clearest standalone representative because it reports a concrete, reproducible loading crash with a well-defined user impact; the rest of the items are too heterogeneous to form a true duplicate hub.", + "best_issue_reason": "Issue 43502 is the most actionable and generally useful issue to keep as the cluster representative; its problem statement is clearer and more reusable than the more model-specific regressions around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43408", - "right": "issue:44368", - "accept": false, - "reason": "Different problems: SAM3 model-type warning vs a tie_word_embeddings warning in Qwen3.5 fine-tuning." - }, - { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "Different failures: tokenizer registry returning None vs a model-load regression on transformers>=5.1.0." + "reason": "Unrelated failures: Phi-4 multimodal loading vs a testing_utils bug." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "Python-version/package compatibility issue, not the same as incorrect outputs from pipeline parallelism." + "reason": "Different code paths: test utility bug vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Different code paths: missing image-patch helper vs torch.split return/value handling in a MoE indexer." + "reason": "Unrelated regressions: missing tie_embeddings_and_encoder_decoder docs/behavior vs quantization offloading." }, { "left": "issue:43986", - "right": "issue:44484", + "right": "issue:44117", "accept": false, - "reason": "Processor-loading crash vs a save_pretrained shard-size question; not the same bug." + "reason": "Different subsystems: video-model AutoProcessor crash without torchvision vs tokenizer mapping None handling." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Both are import errors, but for unrelated symbols from different packages and failure modes." + "reason": "No evidence of the same bug; one is a tokenizer decoder mismatch, the other is only an isolated reproduction of a separate issue." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Wrong optimizer states in FSDP2/PEFT vs Liger Kernel not being applied with model_init." + "reason": "3d_parallel.py runtime failure and a small testing_utils bug are not the same underlying problem." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "Different save/load regressions: removed embedding-tie API vs quantized model persistence corruption." + "reason": "Different failures: AutoProcessor/video-model import crash vs chat-template crash on tool-call assistant messages." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Separate import errors for different symbols; no shared underlying bug." + "reason": "Both mention testing utils, but one is a generic bug and the other is a specific xdist race on captured_info.txt; not the same concrete issue." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Missing projections in qwen3next is unrelated to a config field being silently dropped in Qwen3_5MoeVisionConfig." + "reason": "Different missing dependency/import paths: torchvision-related video-model loading vs mistral_common ReasoningEffort import failure." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "AddedToken keyword conflict is unrelated to TOKENIZER_MAPPING_NAMES sometimes returning None." + "reason": "Video-model AutoProcessor crash and a testing_utils bug are unrelated." }, { - "left": "issue:43097", + "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "One is an API removal complaint; the other is a flash_attention crash on s_aux=None." + "reason": "Testing-utils bug vs flash_attention s_aux=None AttributeError are different code paths." }, { - "left": "issue:42673", - "right": "issue:45200", - "accept": false, - "reason": "VRAM leak in multithreaded dataloaders is unrelated to Gemma 4 mm_token_type_ids defaults." - }, - { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Different model families and bugs: Qwen3-VL-Moe issue vs qwen3next missing attention projections." + "reason": "Pipeline translation-task messaging and Pipeline save_pretrained behavior are distinct issues." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Passing kwargs to cached_file is a loading bug; auto_docstring crashes in annotation handling are unrelated." + "reason": "Different model-specific training bugs: xLSTM training blockers vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Model shape mismatch for Qwen3-VL-30B is unrelated to qwen3next missing projections." + "reason": "Missing embed_tokens weight on load and max_shard_size default are different save/load concerns." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "local_files_only still making requests is a cache/network bug, not the same as missing embed_tokens weights." + "reason": "A warning emitted for bfloat16 compilation is not the same as a Bamba torch.compile functional failure." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Precision epsilon/config complaint in MLA q_a_layernorm is not the same as GLM-5 RoPE implementation concerns." + "reason": "Both are warnings, but they concern different models and different config mismatches." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Multimodal model loading regression is unrelated to a small testing_utils bug." + "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 infinite-loop image bug are unrelated." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Testing utility bug vs a CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Model save failure after dequantization is not the same as saving Pipeline objects." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "Removed tie_embeddings API and quantization offloading are different regressions." + "reason": "Whisper model runtime failure and MaskGenerationPipeline partial-batch dropping are different bugs." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Missing torchvision processor dependency is unrelated to tokenizer mapping returning None." + "reason": "FP8 save_pretrained support and Qwen3.5 Moe from_pretrained loading errors are not the same change." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Package import regression for is_offline_mode is unrelated to the 3d_parallel.py issue reproduction." + "reason": "Chat-completions API rejection and Qwen2_5_VLProcessor chat-template batching crash are different failures." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "A runtime script failure is not the same as a small testing_utils bug." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Processor loading without torchvision and chat-template crashes on tool-call messages are distinct paths." + "reason": "A precision warning during bfloat16 compilation is not the same as flex_attention failing on torch >= 2.9." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Testing_utils typo/bug and a pytest-xdist race on captured_info.txt are different issues." + "reason": "Local path trailing-slash import warning and bfloat16 PyTorch warning are different regressions." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Video processor loading without torchvision is unrelated to the ReasoningEffort import breakage in Gemma 4 processor loading." + "reason": "GenerationMixin cache missing during chunked_prefill and MaskGenerationPipeline last-batch handling are unrelated." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Processor loading crash and a testing_utils bug do not share the same underlying cause." + "reason": "Both are ImportErrors, but they are for different missing symbols in different modules." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Pipeline translation-support messaging is unrelated to inability to save Pipeline objects." + "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support for Qwen3.5/Qwen3-VL-Moe are not the same concrete bug." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Testing utility bug vs flash_attention s_aux=None crash are separate code paths." + "reason": "Layer type validation import error and local_files_only API leakage are unrelated issues." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Missing embed_tokens during load is not the same as questioning the default max shard size on save." + "reason": "Chat-completions endpoint behavior and assistant tool-call chat-template crashes are different problems." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Three xLSTM training bugs and a Bamba torch.compile/SDPA failure are different model-specific problems." + "reason": "CLIPOutput attentions assignment regression and CLIPVisionModel hidden_states regression are distinct CLIP bugs." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is not the same as a functional torch.compile SDPA failure." + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Compilation precision warning is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "Chat API rejection and qwen2.5-vl vision_position_ids being wrong are different bugs." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Offline cache loading behavior and gradient checkpointing in eval mode are unrelated bugs." + "reason": "Qwen3VL Moe loading breakage and a state_dict-sorting load error are not the same issue." } ] }, @@ -13813,339 +14044,332 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 44, - "review_unit_count": 48, + "review_unit_index": 45, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:36010", "issue:36683", - "issue:38617", - "issue:42490", + "issue:41669", "issue:42757", + "issue:42890", "issue:42898", - "issue:42907", "issue:42994", - "issue:43012", "issue:43064", "issue:43066", - "issue:43208", + "issue:43097", "issue:43299", "issue:43352", + "issue:43441", "issue:43475", "issue:43502", "issue:43525", - "issue:43526", "issue:43611", "issue:43618", - "issue:43761", - "issue:43824", "issue:43867", "issue:43881", "issue:43901", "issue:43906", "issue:43937", - "issue:44038", - "issue:44222", - "issue:44230", + "issue:43976", + "issue:43992", + "issue:44117", "issue:44242", + "issue:44246", "issue:44263", + "issue:44355", "issue:44380", - "issue:44483", "issue:44485", - "issue:44514", + "issue:44492", "issue:44625", "issue:44655", - "issue:44683", + "issue:44855", "issue:45216", "issue:45276", - "issue:45290", - "issue:45381", + "issue:45310", + "issue:45375", "issue:45440", "issue:45478", + "issue:45479", + "issue:45561", "issue:45753", "issue:46077", - "issue:46082" + "issue:46082", + "issue:46132" ], "soft_pairs": [ - "issue:42907|issue:45753", - "issue:42907|issue:44655", - "issue:44222|issue:45478", - "issue:44483|issue:44514", - "issue:43012|issue:44683", - "issue:42490|issue:43012", - "issue:43208|issue:43526", - "issue:42757|issue:43824", - "issue:38617|issue:43502", - "issue:44038|issue:44230", - "issue:44483|issue:45290", - "issue:43618|issue:43761", - "issue:43064|issue:44380", - "issue:43299|issue:43867", - "issue:44483|issue:45381", - "issue:43901|issue:44655", "issue:36683|issue:43475", + "issue:43901|issue:44655", "issue:42994|issue:44655", "issue:45276|issue:46077", "issue:43352|issue:43937", - "issue:43867|issue:45216", "issue:36010|issue:42757", "issue:42898|issue:43066", + "issue:43867|issue:45216", "issue:43611|issue:44655", "issue:43502|issue:44485", "issue:44625|issue:46077", "issue:46077|issue:46082", "issue:36683|issue:43525", - "issue:43618|issue:45216", "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:44380|issue:46132", "issue:43906|issue:45753", "issue:43299|issue:45753", "issue:36683|issue:44242", "issue:36683|issue:43881", - "issue:43901|issue:46077" + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43352|issue:45478", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:36683|issue:44117", + "issue:43618|issue:44380", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "34c8ff5abbfeaa9b60b70c60340fbf5798da92412e47d628ab41d04e975b6820", + "prepared_review_unit_hash": "d5b27f0d02185bbaf4252dbe0a40f326652813802f1147e8d22ae1d4de9bb4eb", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37753, - "estimated_input_tokens": 9439, - "estimated_eval_tokens": 19134 + "soft_pair_count": 34, + "serialized_chars": 37557, + "estimated_input_tokens": 9390, + "estimated_eval_tokens": 19036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab-bag of distinct Transformers regressions and import/model-specific bugs. The soft pairs mostly share only broad surface area (save/load, chat templates, imports, v5 regressions), not the same underlying fix, so they should not be deduplicated.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44483 is the broadest, most user-facing concrete regression in the list, but it should be treated as a representative issue only\u2014not as evidence that the whole set is one duplicate cluster.", + "summary": "The cluster is highly heterogeneous; the soft pairs are mostly lexical matches rather than true duplicates, so I reject them all. The best representative issue is the broad, high-activity report about slow `import transformers` behavior.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44246 is the broadest and most actively discussed report in this mixed set, so it is the best representative issue even though the cluster does not contain a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44483 is the best global representative because it is a clear, high-impact API regression with a concrete failure mode and wider user relevance than the model-specific or purely cosmetic issues.", + "best_issue_reason": "issue:44246 has the clearest general user impact and highest discussion signal among the issues here, making it the most useful anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Different bugs: saving dequantized Minstral/Devstral models vs an inference infinite-loop on a specific image." + "reason": "Both are AttributeError reports, but they concern different model configs and missing fields (`vocab_size` vs `fpn_position_embeddings`) in different code paths." }, { - "left": "issue:42907", + "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is a dequantized model serialization bug and the other is Pipeline.save_pretrained behavior; different code paths." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "Related model family, but one is FP8 save_pretrained and the other is from_pretrained loading failure; not the same fix." + "reason": "One is a docs mismatch for `return_all_scores`; the other is a `save_pretrained` serialization failure for pipelines. Different bugs." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "One is a chat-completions request acceptance issue, the other is a tokenizer/template crash on batched input; distinct failures." + "reason": "Quantized-model saving and pipeline saving are separate failure modes, not the same underlying save bug." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Different compile-time issues: a PyTorch precision warning vs a flex_attention failure on newer torch." + "reason": "Both mention Gemma4, but one is about embedding resizing and the other about attention-mask construction; different concrete code paths." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Unrelated warnings in different areas: local path import handling vs bfloat16 compilation behavior." + "reason": "FlashAttention support gating for Nemotron and GLM-5 generation config validation are unrelated issues." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Completely different subsystems and model families: xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "These are different import failures from different packages (`transformers.generation` vs `huggingface_hub`)." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols with different causes and fixes." + "reason": "Both are tokenizer-related v5 regressions, but one is about cleanup-space behavior and the other about decoder type selection." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "ImportError for a missing utility vs network requests despite local_files_only=True; different behavior and code paths." + "reason": "One is a load error with sorted `state_dict`; the other is an incorrect checkpoint produced by `save_pretrained`. Different directions and causes." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Same broad Qwen/VL/MoE area, but one is a v5 loading bug and the other is FP8 inference support; not the same underlying bug." + "reason": "Loading models with `base_model_prefix` and saving pipelines are unrelated regression areas." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Both chat-related, but one is server-side request validation and the other is chat-template tokenization with tool-call messages." + "reason": "`local_files_only=True` network requests and GLM-5 RoPE discussion are unrelated." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both CLIP regressions, but one drops attentions from outputs and the other loses hidden_states in forward; separate output plumbing bugs." + "reason": "`num_labels` propagation in Qwen3.5 is a config-sync bug; Gemma4 bidirectional attention is an attention-mask bug." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Training/distributed optimizer-state corruption is unrelated to GPT2 attention scaling being ignored in certain attention backends." + "reason": "Both are model/config issues, but one is attention-mask semantics and the other is head-dimension validation for LlamaConfig." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Both are model-loading failures, but the affected models and root causes differ; they are not the same checkpoint bug." + "reason": "Both are missing-config-attribute errors, but they involve different models and different absent fields." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Different Qwen2.5-VL problems: chat request acceptance vs wrong vision_position_ids for video input." + "reason": "A `torch.split` result handling bug in one MoE component is not the same as a broader DeepSeekV3 implementation divergence." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Documentation mismatch for pipeline scoring vs inability to save Pipeline objects; unrelated issues." + "reason": "Missing CLIP attentions assignment and Qwen3.5 checkpoint corruption are unrelated." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "AttributeError on Gemma3Config vs missing field on SAM3 vision encoder output; different models and missing attributes." + "reason": "GPT2 backend-specific attention scaling and `AttentionInterface.register` behavior changes are different attention-system issues." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43906", + "right": "issue:45753", "accept": false, - "reason": "Both are save failures, but one is quantized-model serialization and the other is pipeline persistence." + "reason": "An isolated reproduction of a prior issue and a Qwen3_5 infinite-loop image bug are not the same failure." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Both Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction; distinct bugs." + "reason": "Qwen3VL model loading failure and Qwen3_5 generation infinite loop are distinct bugs in different scenarios." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Different model-specific issues: Flash Attention support for Nemotron vs invalid GenerationConfig for GLM-5." + "reason": "Missing `vocab_size` and missing load-balancing loss are unrelated model/config vs training-loss issues." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Checkpoint loading error from sorted state_dict vs a regression in saved Qwen3.5 checkpoints; same general area, different defect." + "reason": "`Gemma3Config.vocab_size` missing and `glm-4v-9b` loading failure are not the same bug." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Both import errors, but for unrelated APIs and unrelated underlying breakages." + "reason": "FlashAttention support on Nemotron and Python-version compatibility for Transformers 5.1.0 are unrelated." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer behavior changes and decoder type selection are both v5 tokenization regressions, but they are not the same bug." + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` errors are different checkpoint-loading failures." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "Model-loading via base_model_prefix vs saving Pipeline objects; no shared code-path bug." + "reason": "Ministral FlashAttention failure and GPT2 attention scaling are different model/backend bugs." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Local-files-only network leak vs GLM-5 RoPE implementation; unrelated." + "reason": "These both mention attention, but one is unsupported FlashAttention for a model and the other is incorrect scaling behavior under specific backends." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are separate model-config regressions." + "reason": "Different model families and different reported failures; not the same underlying bug." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Different configuration validation issues in different models: Gemma4 attention masks vs LlamaConfig head_dim rejection." + "reason": "A sorted-state_dict load failure is unrelated to a missing Qwen3_5 vision config field." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Both are AttributeErrors on config objects, but they involve different models and missing fields." + "reason": "Compiled Python-file errors and a Python 3.13 TorchScript parsing/IndentationError are different import-time problems." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "CLIP output-field regression is unrelated to Qwen3.5 checkpoint-save corruption." + "reason": "GPT2 backend attention-scaling and zero-loss classification behavior are unrelated." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "A torch.split/indexer bug in GLM MoE code is not the same as DeepseekV3MoE divergence from remote implementation." + "reason": "Import-time `import *` slowdown and intermittent `import transformers` slowness are performance-related but not the same concrete issue." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:36683", + "right": "issue:44117", "accept": false, - "reason": "An isolated reproduction of an older issue is unrelated to a new infinite-loop report on a specific image." + "reason": "A missing config attribute and a tokenizer-mapping `None` assumption bug are different failure modes." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Different failure modes: model loading regression vs generation looping on a particular image input." + "reason": "Missing attentions assignment in CLIPOutput is not the same as GPT2 attention scaling behavior." }, - { - "left": "issue:36683", - "right": "issue:44242", + { + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Gemma config missing vocab_size is unrelated to missing load-balancing loss when router logits are disabled." + "reason": "One is flaky tests due to missing seeds; the other is a pytest-xdist race on a captured-info file." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43097", + "right": "issue:43352", "accept": false, - "reason": "Different loading bugs on different model families; no shared underlying defect is evident." + "reason": "Both are v5 regressions, but one is an API removal around embedding tying and the other is a model-specific FlashAttention support error." }, { - "left": "issue:43901", - "right": "issue:46077", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Pipeline docs mismatch vs Gemma4 attention-mask behavior; not the same bug." + "reason": "Wrong optimizer state/params under FSDP2+PEFT and a cache-strategy typo are completely unrelated." } ] }, @@ -14160,79 +14384,65 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 45, - "review_unit_count": 48, + "review_unit_index": 46, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", "issue:33453", "issue:36296", - "issue:36683", - "issue:41669", "issue:42490", "issue:42548", "issue:42890", + "issue:43010", "issue:43064", - "issue:43097", - "issue:43352", - "issue:43441", "issue:43502", "issue:43575", + "issue:43576", "issue:43618", + "issue:43723", "issue:43867", "issue:43976", "issue:43992", "issue:44062", "issue:44075", + "issue:44077", "issue:44112", - "issue:44117", "issue:44222", - "issue:44246", "issue:44351", "issue:44355", "issue:44360", - "issue:44380", + "issue:44368", + "issue:44387", "issue:44484", - "issue:44492", + "issue:44556", "issue:44655", - "issue:44855", + "issue:44749", "issue:44857", "issue:44938", + "issue:44961", "issue:44964", "issue:44977", "issue:45071", "issue:45125", - "issue:45310", + "issue:45278", "issue:45341", "issue:45357", "issue:45375", "issue:45440", "issue:45478", - "issue:45479", - "issue:45561", - "issue:45588", - "issue:45600" + "issue:45600", + "issue:46132" ], "soft_pairs": [ - "issue:43352|issue:43976", - "issue:43992|issue:45310", - "issue:43441|issue:44380", - "issue:43352|issue:44380", - "issue:44380|issue:45479", - "issue:43867|issue:45375", - "issue:43352|issue:45478", - "issue:44355|issue:44855", - "issue:41669|issue:44246", - "issue:43618|issue:44380", - "issue:36683|issue:44117", - "issue:42890|issue:45561", - "issue:43064|issue:44492", - "issue:43097|issue:43352", "issue:43867|issue:45357", "issue:43976|issue:44938", "issue:43992|issue:45478", @@ -14244,265 +14454,262 @@ "issue:43867|issue:44484", "issue:43618|issue:44857", "issue:43618|issue:44977", - "issue:42890|issue:44964", - "issue:43618|issue:45588", "issue:44655|issue:44938", + "issue:42890|issue:44964", "issue:44938|issue:45071", + "issue:43618|issue:44077", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:42548|issue:44351", "issue:44222|issue:45125", - "issue:42548|issue:44351" + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:43502|issue:44961" ], - "prepared_review_unit_hash": "7135d3a8b445fd6e3746a9fd5c93d243500f10f74cb895c0c276c2f311a2b025", + "prepared_review_unit_hash": "1884494ffd82f0e5848194e84900f0930227f5c87a04078a70046e885f623916", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37730, - "estimated_input_tokens": 9433, - "estimated_eval_tokens": 19122 + "soft_pair_count": 33, + "serialized_chars": 37091, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers issues across imports, model loading, FlashAttention, tensor parallelism, and tests. Only the import-time slowdown reports look like a true duplicate pair.", - "confidence": 0.78, - "canonical_issue_reason": "issue:41669 is the clearest representative: it identifies the import-time regression, names a likely root cause (`import *` in models), and is concrete enough to anchor triage.", + "summary": "This is a heterogeneous issue cluster with several small loading/import/version-regression subthemes, but no single underlying bug that cleanly unifies most items. I would treat it as mostly non-duplicate noise rather than one duplicate cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44938 is the broadest user-facing loading/import regression among the items and is the closest thing to a representative problem; however, the overall set is still too heterogeneous for a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best issue to represent the cluster because it is specific, root-cause oriented, and broader than the generic \u201cimport takes long\u201d report.", + "best_issue_reason": "issue:44938 is the best representative only because it is a generic runtime-loading failure; it is not a true umbrella for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Both mention runtime/support problems, but one is FlashAttention support for Nemotron and the other is Python-version compatibility; not the same bug." + "reason": "Different failures: sorted state_dict load error vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Both involve Qwen-related loading, but one is missing `embed_tokens.weight` for UMT5Encoder and the other is a Qwen3.5 MoE from_pretrained error; different failures." + "reason": "Both are version/platform load failures, but they target different Python versions and different failure modes." }, { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Both touch FlashAttention/SDPA, but the concrete issues differ by model and symptom; not mergeable as one fix." + "reason": "Both involve from_pretrained errors, but on different models and different missing/invalid keys." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Different models and different code paths: missing FlashAttention support vs ignored attention scaling config." + "reason": "Tensor-parallel training bug vs OOM while loading a large model; same area, not the same bug." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:42490", + "right": "issue:44075", "accept": false, - "reason": "Attention backend behavior and sequence-classification loss degeneracy are unrelated bugs." + "reason": "Local-path import warning and unused SGD args are unrelated." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "Both are save/load mismatches, but one is about sorted state_dict loading and the other is a config field dropped by `@strict`; different root causes." + "reason": "FSDP/PEFT optimizer-state issue and pipeline save_pretrained failure are different code paths." }, { - "left": "issue:43352", - "right": "issue:45478", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Despite both mentioning Qwen/Nemotron-style model support themes, these are different model-specific from_pretrained/FlashAttention issues." + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Both are import-time errors, but one is about compiled Python files generally and the other is a TorchScript parsing issue on Python 3.13." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both describe `import transformers` being unexpectedly slow; 41669 supplies the likely cause, so these look like the same underlying import-performance regression." + "reason": "Different model implementations and different bug classes." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43867", + "right": "issue:44484", "accept": false, - "reason": "One is missing `attentions` assignment in CLIPOutput, the other is GPT2 attention scaling ignored under backend changes; unrelated concrete bugs." + "reason": "Load failure from sorted state_dict is not the same as max_shard_size behavior in save_pretrained." }, { - "left": "issue:36683", - "right": "issue:44117", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Both are attribute/mapping-style failures, but one is Gemma3Config missing `vocab_size` and the other is TOKENIZER_MAPPING_NAMES sometimes returning None; different objects and fixes." + "reason": "CLIPOutput attention assignment and a float16 AMP crash are different problems." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Both mention test instability, but one is missing `set_seed()` in a SAM HQ test and the other is an xdist race on `captured_info.txt`; not the same failure." + "reason": "Different models and different failure modes." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "A distributed training optimizer-state bug and a cache-strategy typo are unrelated." + "reason": "Saving pipelines and Python 3.14 import failure are unrelated." }, { - "left": "issue:43097", - "right": "issue:43352", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "One is an API removal/compatibility complaint, the other is FlashAttention support for a model; no shared underlying bug." + "reason": "Test flakiness from missing set_seed and a model-loading regression are not the same bug." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Both concern save/load regressions, but the model families and failure modes are different: state_dict ordering vs wrong visual encoder keys." + "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking regression are distinct." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Both are Python compatibility complaints, but they target different versions and likely different breakages." + "reason": "CLIPOutput attentions and patchtsmixer post_init policy are unrelated." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Different Qwen-related loading problems with different symptoms; not the same code-path bug." + "reason": "Both are test issues, but they concern different tests and different causes." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM when loading a specific model; too different to merge." + "reason": "Test seed flakiness and stale auto_mappings references are unrelated." }, { - "left": "issue:42490", - "right": "issue:44075", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "A local-files-only network leak and unused SGD arguments are unrelated." + "reason": "Local_files_only network leakage and AddedToken argument collision are different bugs." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Distributed optimizer-state corruption and saving Pipeline objects are separate issues." + "reason": "A flaky integration test and a small testing_utils bug are not the same underlying issue." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Both are import/loading errors, but one is missing PyTorch for AutoModel and the other is tokenizer-loading regression; different underlying causes." + "reason": "Broken transformers env command and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "A DSA indexer/ReLU discussion and a DeepSeek implementation divergence are unrelated." + "reason": "Both are top-level import errors, but they are different missing symbols and not clearly the same code-path." }, { - "left": "issue:43867", - "right": "issue:44484", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "One is a load-model failure on sorted state_dicts; the other asks about the 50GB default shard size in save_pretrained." + "reason": "FP8 save_pretrained and missing _tp_plan for tensor parallelism are different features and failures." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Different model/component failures: CLIP attentions assignment vs LwDetrImageLoss AMP crash." + "reason": "Compiled Python file errors and a performance regression after upgrade are unrelated." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Both involve attention-related model behavior, but the affected models and symptoms are distinct." + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is from_pretrained failure." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "A flaky test due to seeding and a multimodal model load failure are not duplicates." + "reason": "Sentence-transformers loading hang and forward-doc confusion are unrelated." }, { - "left": "issue:43618", - "right": "issue:45588", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Both are in the model/integration area, but one is CLIPOutput attentions and the other is flash_attention.py crashing on `s_aux=None`; different bug." + "reason": "MLFlow reporting on failed jobs and tokenizer-loading regression are different domains." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." + "reason": "Both are Qwen3.5 MoE-related, but one is TP planning and the other is a config-field omission." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Both are version compatibility issues, but one is Python 3.14 loading and the other is `PretrainedConfig` type checking in v5.4.0; different problems." + "reason": "Int4 memory/OOM regression and reload-after-upgrade failure are separate symptoms." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "A missing seed in a test and a stale device override CI failure are separate test bugs." + "reason": "Cache no_grad decoration and broad import errors after upgrade are unrelated." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Different CI/test issues: missing seeds vs auto_mappings referencing removed configs." + "reason": "Tokenizer load regression and checkpoint reload failure after upgrade are different problems." }, { "left": "issue:43502", - "right": "issue:44062", - "accept": false, - "reason": "One is an unwanted API request despite `local_files_only=True`; the other is an AddedToken keyword-argument conflict." - }, - { - "left": "issue:42890", - "right": "issue:45341", + "right": "issue:44222", "accept": false, - "reason": "Different testing bugs with no shared underlying code path." + "reason": "API calls despite local_files_only and FP8 save_pretrained moe are unrelated." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is FP8 `save_pretrained` and the other is missing `_tp_plan` for tensor parallelism; different fixes." + "reason": "Cache update decoration and tie_word_embeddings warning are unrelated." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Both are import/export errors, but `PreTrainedModel` missing from top-level export and `HybridCache` import failure are separate API surface regressions." + "reason": "Network requests with local_files_only and a miscellaneous issue are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft-edge pair, issue:41669 and issue:44246, is supported by their titles and the fact that 41669 provides a plausible cause for the generic import-slowdown report. The other pairs are rejected with appropriately cautious reasoning; I don\u2019t see an overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14510,37 +14717,38 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 46, - "review_unit_count": 48, + "review_unit_index": 47, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:30333", - "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", "issue:41628", + "issue:41669", "issue:42548", "issue:42757", "issue:42831", "issue:43010", "issue:43299", - "issue:43502", + "issue:43525", "issue:43526", "issue:43576", - "issue:43723", + "issue:43673", "issue:43824", "issue:43827", "issue:43874", "issue:43901", "issue:43976", + "issue:44038", "issue:44222", "issue:44230", "issue:44261", @@ -14548,227 +14756,158 @@ "issue:44315", "issue:44355", "issue:44360", - "issue:44368", - "issue:44387", + "issue:44373", + "issue:44393", "issue:44556", "issue:44623", "issue:44655", - "issue:44749", "issue:44908", - "issue:44938", "issue:44961", + "issue:45003", "issue:45071", + "issue:45092", "issue:45125", "issue:45230", - "issue:45278", - "issue:45375", "issue:45468", - "issue:45478", "issue:45542", "issue:45656", - "issue:45850" + "issue:45753", + "issue:45850", + "issue:46095" ], "soft_pairs": [ - "issue:44355|issue:44749", - "issue:45125|issue:45478", - "issue:30990|issue:31795", - "issue:30333|issue:33453", - "issue:45125|issue:45375", - "issue:44387|issue:44556", - "issue:43010|issue:45278", - "issue:43723|issue:44556", - "issue:43502|issue:44222", - "issue:43010|issue:44368", - "issue:42831|issue:43874", - "issue:43502|issue:44961", "issue:43010|issue:45850", + "issue:42831|issue:43874", "issue:44315|issue:44360", "issue:44355|issue:45071", "issue:30333|issue:36296", "issue:43827|issue:44961", "issue:44355|issue:44655", "issue:44222|issue:44230", - "issue:43299|issue:44556", "issue:33453|issue:34689", + "issue:43299|issue:44556", "issue:42757|issue:43576", "issue:33453|issue:36296", - "issue:43576|issue:45071", "issue:43010|issue:45656", + "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", - "issue:41628|issue:42548", "issue:43010|issue:43976", + "issue:41628|issue:42548", "issue:38617|issue:43576", - "issue:43576|issue:44938", "issue:44908|issue:44961", "issue:36296|issue:43901", "issue:41628|issue:44355", "issue:36296|issue:43526", "issue:44261|issue:44360", "issue:44623|issue:45230", - "issue:44273|issue:45542" + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45753", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44373|issue:44961", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092" ], - "prepared_review_unit_hash": "524dbf27bb22c9dc2a6b9df16e16757eae2086f548d4c65692e27b465cd389e8", + "prepared_review_unit_hash": "001f759eee7e6f3ae3eb7651db5885c985a8f3f4c6f6370e9e47e08759c3a96a", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38833, - "estimated_input_tokens": 9709, - "estimated_eval_tokens": 19674 + "soft_pair_count": 37, + "serialized_chars": 38118, + "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 about unrelated Transformers v5 regressions, especially import/load failures and a few separate model-specific bugs. The broadest and most central issue is the v4.57.0\u2192v5.5.0 import-failure umbrella, but none of the soft pairs look like safe duplicates/merges.", + "summary": "Most pairs are only loosely similar (imports, loading, v5 regressions, Qwen/FP8 themes) and do not look like the same concrete bug. The only strong duplicate I see is the old-checkpoint reload/meta-init regression pair.", "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the best umbrella issue: it summarizes the broad v4.57.0\u2192v5.5.0 breakage pattern and covers the repeated import/load regressions that dominate this set.", + "canonical_issue_reason": "Issue 44556 is the broader, more actionable report: it describes the v5.2/v5.3 checkpoint reload breakage generally, while 45092 looks like a specific model-family manifestation of the same meta-initialization incompatibility.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest global representative because it is broad, concrete, and closest to the recurring failure mode across the cluster; the other issues are either narrower model-specific bugs or unrelated docs/API complaints.", + "best_issue_reason": "44556 is the best representative issue because it captures the underlying failure mode at the right level of generality and is easier to route as a root-cause regression than the model-specific follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Different failure modes: compiled Python execution errors vs slower filtering after upgrade." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is missing tensor-parallel plan and the other is a from_pretrained load error; not the same concrete bug." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Loading hang for Sentence Transformers is unrelated to a documentation confusion about model.forward arguments." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel support and the other is a missing config field in vision config." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "One is int4 memory/OOM behavior, the other is checkpoint reload failure after upgrade; distinct bugs." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "No overlap beyond being Transformers issues; no shared code-path or symptom." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload failure are both load-related but not the same underlying bug." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Local-files-only network leakage is unrelated to FP8 save_pretrained behavior." - }, { "left": "issue:43010", - "right": "issue:44368", + "right": "issue:45850", "accept": false, - "reason": "no_grad decoration for cache updates is unrelated to a tie_word_embeddings warning." + "reason": "Different problems: cache update no-grad decoration vs a vague complaint that v5 breaks many models." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and missing image-patch method are separate model/component bugs." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "local_files_only network requests and an empty-titled issue are not the same problem." - }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "Cache update gradient safety is unrelated to optimizer.step being called twice under deepspeed." + "reason": "FP8 accuracy issue and a missing image-patch method AttributeError are unrelated bugs." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application bug is unrelated to a DSA indexer activation omission." + "reason": "Liger Kernel application in model_init and a DSA ReLU omission are different code paths." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution problems and PretrainedConfig type-checking breakage are different failures." + "reason": "Compiled Python file failures are not the same as PretrainedConfig type-checking breakage." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "Failed-job MLFlow reporting is unrelated to tensor-parallel training behavior." + "reason": "MLFlow reporting on failed training jobs is unrelated to tensor-parallel training behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the empty-titled issue." + "reason": "Documentation references to pipeline() and an unrelated 'racoon' issue are not duplicates." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and Pipeline.save_pretrained failures are distinct." + "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different failure modes." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not mergeable as one fix." + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same bug." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Different model families and symptoms: Qwen3VL MoE loading vs generic checkpoint reload after version upgrade." + "reason": "Both are loading regressions, but for different models and different failure points." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are separate import/load issues." + "reason": "Both involve v5 model loading, but the titles indicate different model families and different breakage scenarios." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol import and transformers env command breakage are not the same bug." + "reason": "The import error for is_offline_mode may be related to the env command, but the titles are too broad to \u092a\u0941\u0937\u094d\u091f\u093f the same concrete bug." }, { "left": "issue:33453", @@ -14777,101 +14916,134 @@ "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 subsystems and failure modes." - }, - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "env command breakage is unrelated to Qwen2_5_VLForConditionalGeneration import failure." - }, - { - "left": "issue:31795", - "right": "issue:38617", - "accept": false, - "reason": "Documentation confusion is not the same as an ImportError for layer_type_validation." - }, - { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "No meaningful evidence of the same underlying bug; one is empty/placeholder, the other is a Gemma audio encoding issue." + "reason": "Cache update no-grad decoration and a Python-version compatibility report are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing symbols: AutoImageProcessor vs PreTrainedModel." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache update no_grad issue is unrelated to Python version compatibility." + "reason": "Both are import errors, but for different symbols and likely different top-level export issues." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for a config utility is unrelated to the env command regression." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command and Python 3.14 load failure are distinct issues." + "reason": "Missing layer_type_validation import and broken env command do not look like the same bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + "reason": "A scheduler kwargs bug and an unrelated issue title are not duplicates." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and text-classification docs mismatch are not the same bug." + "reason": "Tensor-parallel training and pipeline doc text are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to compiled-file execution errors." + "reason": "AutoImageProcessor import failure and compiled-file errors are different problems." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels bug are distinct." + "reason": "Tensor-parallel training and a BeitImageProcessorFast label-reduction bug are unrelated." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Precision/config epsilon issue for MLA is unrelated to a DSA indexer missing ReLU." + "reason": "RMS norm epsilon precision issue and DSA ReLU omission are different bugs." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor.save_pretrained missing files is not demonstrably the same as the generic bug report." + "reason": "Missing files on processor.save_pretrained is not the same as a generic bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and a TensorBoard/TensorFlow backend error are unrelated." + "reason": "Lazy loading problems and a TensorBoard/TensorFlow backend error are not clearly the same root cause." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "The sys.modules access may contribute to lazy loading issues, but the titles are not specific enough to treat as the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is a model-loading bug and the other is missing tensor-parallel planning support." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL/5 issues: bounding-box output errors vs an infinite loop on a specific image." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a DeepSeekV4 weight-conversion question are not the same issue." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "An env CLI regression is not the same concrete bug as checkpoint reload failure for old models." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring wording and an unrelated issue title are not duplicates." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup and GenerationMixin cache missing are different changes/bugs." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a vague broad regression report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both describe v5 checkpoint-loading incompatibility for older checkpoints, with meta initialization as the shared failure mode; 45092 looks like a model-specific instance of 44556." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and stays conservative. The only accepted duplicate pair is well-supported by the titles as the same old-checkpoint/meta-initialization v5 reload regression, while the other pairs are rejected with appropriately cautious reasoning based on distinct issue titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14879,53 +15051,54 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 47, - "review_unit_count": 48, + "review_unit_index": 48, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "nodes": [ "issue:31795", "issue:33453", + "issue:34689", + "issue:37428", "issue:41669", "issue:42371", "issue:42890", + "issue:43298", "issue:43352", "issue:43408", - "issue:43525", + "issue:43502", + "issue:43519", "issue:43572", "issue:43576", "issue:43673", + "issue:43704", "issue:43827", "issue:43874", "issue:43976", - "issue:44038", "issue:44077", - "issue:44230", "issue:44246", + "issue:44263", "issue:44273", "issue:44295", "issue:44297", "issue:44315", "issue:44351", "issue:44360", - "issue:44373", "issue:44393", + "issue:44485", "issue:44492", - "issue:44556", + "issue:44623", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:44961", - "issue:45003", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", "issue:45278", "issue:45310", @@ -14933,23 +15106,12 @@ "issue:45362", "issue:45468", "issue:45478", - "issue:45753", "issue:45850", "issue:46095" ], "soft_pairs": [ - "issue:44273|issue:45003", - "issue:44393|issue:45753", - "issue:44038|issue:45125", - "issue:44230|issue:46095", - "issue:44393|issue:45071", - "issue:43576|issue:44556", - "issue:44373|issue:44961", - "issue:41669|issue:43673", - "issue:43525|issue:45850", - "issue:44556|issue:45092", - "issue:45362|issue:45850", "issue:43572|issue:45850", + "issue:45362|issue:45850", "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44246|issue:44273", @@ -14968,292 +15130,330 @@ "issue:44393|issue:45478", "issue:43827|issue:44908", "issue:44077|issue:44861", - "issue:41669|issue:44492", "issue:31795|issue:33453", "issue:41669|issue:44908", + "issue:41669|issue:44492", "issue:44315|issue:44829", "issue:42371|issue:44492", "issue:43576|issue:44273", - "issue:44360|issue:45468", - "issue:44655|issue:44861", - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:43827|issue:44492" - ], - "prepared_review_unit_hash": "d65824aac04154979f0660f27d2a162a964b7f0fc2d7cd8cfad037d601d8b1ec", - "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39340, - "estimated_input_tokens": 9835, - "estimated_eval_tokens": 19926 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These items are mostly unrelated issue reports that only share broad v5-regression or model-loading themes; the soft pairs are superficially similar but not the same underlying bug/change.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report here ('Since 5.0 version it breaks too many models'), so it best serves as a cluster anchor even though it is vague.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most globally representative of the repeated 'v5 broke many things' pattern across the set, making it the least-bad single issue to anchor the group.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Both touch import/lazy-loading behavior, but 44273 is about lazy loading generally while 45003 is about unsafe sys.modules access in modeling_utils; different bugs." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "Same model family, but one is Qwen3-VL 2D bbox hallucination/error and the other is a Qwen3_5 infinite loop on a specific image; not the same failure." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Both involve Qwen3.5-MoE, but 44038 is a generic bug report while 45125 is specifically missing _tp_plan for tensor parallelism." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "Different models and different topics: fp8 inference support for Qwen3-VL/Qwen3.5 MoE versus a DeepSeek weight-conversion question." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "One is a Qwen3-VL bounding-box output problem; the other is a v5 PretrainedConfig type-checking regression." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Both are v5-related breakages, but one is the 'transformers env' command and the other is checkpoint reload compatibility; separate code paths." - }, - { - "left": "issue:44373", - "right": "issue:44961", - "accept": false, - "reason": "A docstring issue for position_ids is unrelated to an issue titled 'racoon'; no clear shared bug." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Both mention import/runtime behavior around v5, but one is about import * slowdowns and the other is missing GenerationMixin cache during chunked_prefill; not the same fix." - }, + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43827|issue:44492", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468" + ], + "prepared_review_unit_hash": "cd77a105a91aa0efa4721790bdeac531beeae4ade46e7d4e744c5cb1401beb9b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40618, + "estimated_input_tokens": 10155, + "estimated_eval_tokens": 20566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issues; the only recurring pattern is broad v5 regression reports, but none of the soft-edge pairs look like the same concrete bug/change. No PRs are present.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the clearest concrete regression report in the set (upgrade from 4.57.0 to 5.5.0 causing many import errors), so it is the best representative issue among otherwise scattered complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most actionable and specific issue here; issue:45850 is too vague to serve as the primary canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43525", + "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, while 45850 is a vague umbrella complaint about many models breaking." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": false, - "reason": "Both concern v5 compatibility, but one is generic checkpoint reload failure and the other is remote-code InternVL2 meta-initialization incompatibility; different root causes." + "reason": "Both are v5 breakage complaints, but one is a specific missing config field and the other is a vague umbrella report; not the same bug." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crashing is a model-specific runtime issue, not the same underlying problem as the broad v5 breakage umbrella." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "StableLmConfig missing pad_token_idx after v5 update is a specific config regression, not the same as the generic 'many models break' report." + "reason": "Specific Qwen chat crash vs a broad \u201cmany models break\u201d complaint; no concrete shared failure mode." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "One is missing set_seed() in SamHQ integration tests; the other is inverse_sqrt scheduler ignoring lr_scheduler_kwargs. Different subsystems and symptoms." + "reason": "Test flakiness from missing seeds is unrelated to scheduler keyword handling." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding to cached_file is unrelated to scheduler kwargs handling." + "reason": "AutoProcessor kwargs forwarding and inverse-sqrt scheduler kwargs are unrelated code paths." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import-time slowness and lazy loading problems are related broadly, but these describe different issues with different likely fixes." + "reason": "Both touch import/loading behavior, but one is intermittent slow import and the other is lazy loading malfunction; not the same underlying bug." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support regression is unrelated to a Qwen3-VL bbox output bug." + "reason": "Python version incompatibility and Qwen3-VL bounding-box output issues are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video vs sam3_tracker config mismatch is separate from Liger Kernel not being applied with model_init." + "reason": "Model-type warning and Liger Kernel model_init application are unrelated problems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 unsupported for NemotronH is a backend-support issue, not the same as Qwen3-VL hallucination/error behavior." + "reason": "Flash Attention support error for Nemotron and Qwen3-VL bbox output are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The env-command breakage and inverse_sqrt scheduler kwargs bug are unrelated." + "reason": "Broken env command vs scheduler kwargs bug; different features and failure modes." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained is a concrete tokenizer serialization bug; 'Bug report' is too vague to match it." + "reason": "Tokenizer save_pretrained mismatch is not the same as an unspecified generic bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access is a specific tensor/buffer bug, not the same as the generic placeholder report." + "reason": "Buffer/position_ids read error is unrelated to the generic report title." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths and symptoms." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * slowdown and missing HybridCache import are both import-related, but not the same bug." + "reason": "Import-star cleanup/performance and HybridCache import failure are not the same concrete bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import slowdown and a little testing_utils bug are unrelated." + "reason": "Import-performance regression is unrelated to the testing_utils typo/bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked_prefill cache regression is not the same as a typo in cache strategies." + "reason": "Cache missing during chunked prefill and a cache-strategy typo are different issues." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Many import errors after upgrading is a broad upgrade-regression report, but it is still distinct from the generic 'too many models break' complaint." + "reason": "Both are broad v5 regression complaints, but one is specifically import errors after upgrade and the other is a general statement that many models break." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Missing get_number_of_image_patches in GLM46V is a specific multimodal token-counting bug, not the broad v5 breakage umbrella." + "reason": "A missing method in a specific image processor is too concrete and different from a generic \u201cmany models break\u201d report." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-related, but one is Qwen3-VL bbox hallucination and the other is Qwen3.5 Moe from_pretrained failure." + "reason": "Different Qwen3.5/VL symptoms and different model paths; not one shared bug." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Documentation stale after pipeline removals is unrelated to scheduler kwargs propagation." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to _get_tied_weight_keys crashing on a list." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import * performance issue and cache-strategy typo are not the same underlying bug." + "reason": "Optional post_init policy and tied-weight-key AttributeError are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "One is documentation confusion for model.forward args; the other is tokenizer loading regression. Shared NLP tooling context only, not same issue." + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Model import-time slowdown and scheduler kwargs handling are different problems." + "reason": "Import-time cleanup and scheduler kwargs are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star removal and cache-strategy typo are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init is a model-construction issue; flash_attention_3 causing degenerate training is a separate training/back-end bug." + "reason": "Liger Kernel not applied in model_init and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API migration and cache-strategy typo do not match." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "The env command breakage and lazy loading failure are both v5-era regressions, but they are not the same concrete bug." + "reason": "Broken env command and lazy loading behavior are different features; no clear same bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer lacking ReLU is unrelated to Gemma-4 audio relative positional encoding." + "reason": "DSA ReLU discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing on list input are separate features/bugs." + "reason": "Saving Pipeline objects and tied-weight-key crashes are different code paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report versus a specific Qwen3.5 Moe from_pretrained error; no matching underlying bug is evident." + "reason": "The generic report title does not establish the same concrete Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and scheduler kwargs handling are different subsystems and symptoms." + "reason": "Lazy loading malfunction and inverse-sqrt scheduler kwargs are unrelated." }, { "left": "issue:43827", "right": "issue:44492", "accept": false, - "reason": "Pipeline-removal docs cleanup and cache-strategy typo are unrelated." + "reason": "Docs still referencing pipeline() and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance and VRAM leak in multi-threaded dataloaders are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and Llama 3.2 model loading regression are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation issue about forward args is unrelated to flash_attention_utils import failure." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application and remote-code meta-initialization incompatibility are different problems." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio encoding are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak across threads and RoPE implementation are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a deepseekv4 weight-conversion question are not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and processor.save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value discussion in GLM-MoE DSA indexer is unrelated to Gemma-4 audio positional encoding." } ] }, @@ -15268,65 +15468,41 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 48, - "review_unit_count": 48, + "review_unit_index": 49, + "review_unit_count": 49, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-411", + "cluster_id": "cluster-10000-413", "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:43704", "issue:44230", "issue:44261", - "issue:44263", - "issue:44315", "issue:44360", - "issue:44485", "issue:44623", "issue:44861", "issue:44908", "issue:44998", - "issue:45092", "issue:45290", "issue:45310", - "issue:45468", - "issue:46095" + "issue:45468" ], "soft_pairs": [ - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31795|issue:37428", - "issue:44315|issue:45092", - "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:43298|issue:46095", - "issue:42371|issue:43704", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:44263|issue:45468", "issue:43606|issue:45468", "issue:44261|issue:45468", "issue:42913|issue:43066", @@ -15347,232 +15523,148 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "efeef9fe0ec785cae016e406f595c9e8fb4c2c0e0831f37b8df4db2150ae201d", + "prepared_review_unit_hash": "735e7a547911718a98bf0f9d41f7a9e3b6c249b74ca5d568b695cdc034ce457c", "component_budget": { - "node_count": 411, - "item_count": 411, - "soft_pair_count": 1534, - "serialized_chars": 792091, - "estimated_input_tokens": 198023, - "estimated_eval_tokens": 396302 + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 }, "budget": { - "node_count": 34, - "item_count": 34, - "soft_pair_count": 33, - "serialized_chars": 29167, - "estimated_input_tokens": 7292, - "estimated_eval_tokens": 14840 + "node_count": 24, + "item_count": 24, + "soft_pair_count": 19, + "serialized_chars": 19210, + "estimated_input_tokens": 4803, + "estimated_eval_tokens": 9862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft pairs are mostly lexical false positives. The issues span unrelated bugs in model loading, tokenizer behavior, configs, schedulers, and assorted model-specific features; no PRs are present.", - "confidence": 0.82, - "canonical_issue_reason": "No single underlying bug clearly spans the whole cluster, but issue 43519 is the cleanest concrete runtime bug report and the best anchor among these mostly unrelated issues.", + "summary": "This cluster is mostly noisy soft-similarity matches across unrelated issues rather than true duplicates. The only semi-coherent subgroup is around loading/regression issues, but even there the concrete bugs differ.", + "confidence": 0.31, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous. If one anchor is needed, 31515 is the most connected issue and best matches the broad loading/regression theme shared by several neighbors.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43519 is a specific, reproducible bug report with a clear affected component, unlike several more meta or vague titles in the set.", + "best_issue_reason": "31515 is the best representative anchor only by connectivity: it links to multiple other loading-related reports, while the rest of the cluster is too mixed to serve as a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Different model-specific problems: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Unrelated subsystems: processor timestamp logic vs inverse_sqrt scheduler kwargs handling." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star cleanup/performance issue is unrelated to a VRAM leak in Qwen3ForCausalLM." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion about forward args is not the same bug as a Llama 3.2 model-loading regression." - }, - { - "left": "issue:31795", - "right": "issue:37428", - "accept": false, - "reason": "Doc clarity issue vs an ImportError in flash attention utils are different problems." - }, - { - "left": "issue:44315", - "right": "issue:45092", - "accept": false, - "reason": "Both involve model initialization, but one is Liger Kernel application with model_init and the other is meta-init incompatibility for old remote-code checkpoints." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "Different model components: GLM-5 RoPE vs Gemma-4 audio relative positional encoding." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "A multi-threaded VRAM leak is unrelated to a RoPE implementation bug." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching for audio models and a DeepSeekV4 weight-conversion script are unrelated requests/issues." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 configuration guidance is unrelated to a VRAM leak issue." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Local-files-only network requests and timestamp calculation are different code paths and bugs." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Processor timestamp math does not match missing files in processor.save_pretrained()." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Timestamp calculation bug vs VRAM leak are unrelated." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "torch.split return-value handling in a DSA indexer is unrelated to Gemma-4 audio positional encoding." - }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different failure mode from Gemma-4 audio encoding logic." + "reason": "Different bugs: CPU offload device mismatch in bark-small vs Gemma4 audio positional encoding. Same broad area, not the same fix." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps precision issue is unrelated to Gemma-4 audio positional encoding." + "reason": "RMS norm epsilon precision issue in MLA q_a_layernorm is unrelated to Gemma4AudioRelPositionalEncoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 behavior, but one is a broad behavior change and the other is a specific decoder-type bug." + "reason": "Both involve tokenizer v5, but one is a general behavior change and the other is a specific wrong decoder type bug. Not the same concrete issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling is unrelated to the unrelated placeholder issue titled \"Unemployment\"." + "reason": "Scheduler kwargs bug and an unrelated placeholder issue title; no shared underlying code path." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "A tied-weights key AttributeError is not the same bug as chat templating crashing on tool-call messages." + "reason": "_get_tied_weight_keys AttributeError and apply_chat_template tool-call crash affect different parts of the stack." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on a list." + "reason": "Missing pad_token_id on Llama4Config is unrelated to the tied-weights list AttributeError." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak bug vs unrelated placeholder issue." + "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is unrelated to the other issue." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star cleanup/performance work is unrelated to the placeholder issue." + "reason": "Import-star performance cleanup and an unrelated placeholder issue are not duplicates." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is a config regression, not a tied-weights traversal crash." + "reason": "StableLmConfig pad_token_idx regression and tied-weights handling are different bugs." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to the placeholder issue." + "reason": "Wrong tokenizer decoder type is unrelated to the other issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failures." + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are different failure modes and code paths." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support for Qwen3-VL is unrelated to processor.save_pretrained() missing files." + "reason": "FP8 Qwen3-VL/MoE support request is unrelated to missing processor.save_pretrained files." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA indexer lacking ReLU is unrelated to the placeholder issue." + "reason": "DSA indexer ReLU discussion is unrelated to the other issue." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow not reporting failed jobs is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLflow reporting on failed training jobs and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint-loading slowdown and tensor-parallel training bugs are different problems." + "reason": "from_pretrained checkpoint slowness and tensor-parallel training bug do not share the same concrete code-path." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading is not the same as confusing forward documentation." + "reason": "Loading-performance issue and documentation confusion in model.forward are not duplicates." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen/MOE loading, but they are different model variants and distinct failures." + "reason": "FP8 support for Qwen3-VL/MoE and a Qwen3.5 from_pretrained error are different issues, even if both mention Qwen models." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow from_pretrained loading and a tokenizer-loading regression are different bugs." + "reason": "Checkpoint loading slowness and tokenizer loading regression are distinct bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio-model continuous batching support and Qwen3-VL fp8 support are unrelated features." + "reason": "Continuous batching audio-model support and FP8 Qwen3-VL/MoE support are unrelated feature/bug reports." } ] }, @@ -15604,12 +15696,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "4a4b8c4849fc8d9777e12e2cf97e9afdff5c3146a070fa959118c168c9cb48bb", + "prepared_review_unit_hash": "8579832271acaf4cfd962e58ae08d6d6e7462f9f160391312ed8f4889fce24eb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15617,7 +15709,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15626,24 +15718,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not true duplicates: one is about Tapas tokenization parity, one is about a private-model login/download error, and one is about failing to load bert-base-uncased. The soft similarity is superficial and centers on model/tokenizer loading, but the underlying bugs differ.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical duplicate issue exists; the reports describe different failures in different code paths.", + "summary": "These three issues are not duplicates: one is about Tapas tokenization mismatch, one about a bad auth-related error when downloading a private model, and one about failing to load bert-base-uncased. They touch different failure modes and likely different code paths.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 16618 is the broadest user-facing model-loading report, but it is not a true canonical duplicate target for the others because their symptoms and causes differ.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the most concrete and broadly user-facing loading failure, but it still does not represent the others as a duplicate target.", + "best_issue_reason": "None of the issues appear to represent the same underlying bug, so there is no strong canonical issue candidate for deduplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch vs. failing to load bert-base-uncased are different problems with different affected code paths." + "reason": "Tapas tokenization mismatch is a model/tokenizer behavior issue, while bert-base-uncased loading failure is a model-loading issue; they do not describe the same bug or code path." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/download error messaging is unrelated to a general model-loading failure for bert-base-uncased." + "reason": "Private-model download auth/error-message handling is unrelated to the bert-base-uncased load failure; they may both involve model loading but not the same underlying problem." } ] }, @@ -15673,12 +15765,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "7865280576f3d909d94c984747b2aa6aeffe9612c5c461e399d13bde0d3cd8f3", + "prepared_review_unit_hash": "264523cde81a9569360d06db6f6120d14813742c19f4210b699d0986be3dcd15", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15686,7 +15778,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15695,18 +15787,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one is a request for Flash Attention 2 support across more architectures, the other is for GGUF support across more architectures. They share only a generic wording pattern and target different model/runtime formats and code paths.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests are about different features with different implementation areas (Flash Attention 2 vs GGUF).", + "summary": "These are not duplicates: one request is for Flash Attention 2 support across more architectures, the other is for GGUF support across more architectures. They share a templated \u201ccommunity contribution\u201d framing but target different features and code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for the cluster; these should stay separate because they do not describe the same underlying change.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different technical targets; not the same bug or change." + "reason": "Different underlying changes: Flash Attention 2 support vs GGUF support. Similar wording and broad architecture-expansion theme are not enough to treat them as the same issue." } ] }, @@ -15748,94 +15840,94 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "06d2893be618954f187b7004e99e08fb336ec2106d6c71f97195b9ef9ae2b06d", + "prepared_review_unit_hash": "f0ffcb9ea248f57a33d394fa67cbb2e29215f441b9b4017b08ea64a067cb099f", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, - "estimated_input_tokens": 1611, - "estimated_eval_tokens": 3478 + "serialized_chars": 6440, + "estimated_input_tokens": 1610, + "estimated_eval_tokens": 3476 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6442, - "estimated_input_tokens": 1611, - "estimated_eval_tokens": 3478 + "serialized_chars": 6440, + "estimated_input_tokens": 1610, + "estimated_eval_tokens": 3476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are i18n documentation translation issues. The Turkish and Spanish issues are clearly separate language tasks, and the three generic placeholder issues are only textually similar; none are safe duplicate merges from the available evidence.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43834 is the most central/representative placeholder-style i18n translation issue; the others look like separate language-specific instances or near-duplicate templates rather than one concrete task.", + "summary": "These are translation-request issues for different languages, not true duplicates. The near-identical generic titles are template-like and not enough to merge the issues.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster mixes concrete Turkish/Spanish translation requests with placeholder/template issues that do not clearly refer to the same underlying request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best single issue to represent the cluster because it matches the shared i18n translation template most closely and is the earliest of the highly similar placeholder issues.", + "best_issue_reason": "None is a strong canonical representative; 43834 is only the closest template-like match, but it still shouldn't subsume the language-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both are doc-translation issues, but nothing shows they target the same language or same concrete change; this looks like related theme, not a duplicate." + "reason": "Different translation request; only shares the same template wording." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Same broad i18n translation area, but Turkish vs. generic placeholder makes this look like separate translation tasks." + "reason": "Different translation request; no evidence they are the same language or same work item." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "The similarity is likely from the shared translation template; no evidence they are the same language-specific issue." + "reason": "Turkish-specific request vs generic template text; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct underlying tasks, so they should not be merged." + "reason": "Turkish and Spanish translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation work is separate from the generic placeholder issue; similarity is too broad to call duplicate." + "reason": "Spanish-specific request vs generic template text; not a duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Both are translation issues, but there is no evidence of the same target language or same concrete docs change." + "reason": "Different translation request; same template language only." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation task versus generic template-style issue; not the same underlying bug/change." + "reason": "Different translation request; same template language only." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Very high textual similarity appears template-driven, but there is no concrete evidence these are the same translation task." + "reason": "Very similar template text, but no evidence they are the same concrete translation request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Near-identical placeholder titles alone are not enough to merge; the underlying language/task is not demonstrated to be the same." + "reason": "Template-like similarity is not enough to merge; underlying language request is unclear." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "These look like separate instances of the same translation template, not proven duplicates of one concrete issue." + "reason": "Nearly identical template wording, but they still may correspond to different language requests." } ] }, @@ -15912,7 +16004,7 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "c24b19e9ff19afc34cef3ea98891b488a02f070164865767ac838b0ab9d5a862", + "prepared_review_unit_hash": "88016f64dcf789326a4fbc7e75c2c4038920c662b4f8c29cf347c937c587ef4e", "component_budget": { "node_count": 15, "item_count": 15, @@ -15934,222 +16026,222 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly independent model-support requests, not duplicates: they share a broad theme ('add model X') but target different architectures, modalities, and code paths.", - "confidence": 0.79, - "canonical_issue_reason": "If a representative issue must be chosen, issue 43671 is the strongest anchor because it is a substantive, well-discussed request; however, the cluster is not a true duplicate set.", + "summary": "This cluster is mostly a collection of generic model-addition requests across different architectures and modalities; the overlap is topical, not duplicate-level. I found no soft-edge pair that looks like the same underlying change.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43671 is the best representative hub for the cluster: it is a concrete model-support request and sits near the center of the similarity graph.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43671 is the best overall representative by activity and specificity, but it should not be treated as a duplicate of the others.", + "best_issue_reason": "If one issue must represent this set, issue:43671 is the most central and generic among the model-addition requests; none of the others are better duplicate anchors.", "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 different implementation needs." + "reason": "Different model families and use-cases; only the wording 'add model' is shared." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support is unrelated to Qwen3-TTS; different model family and modality." + "reason": "EuroBert config vs Qwen3-TTS support are unrelated changes." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are distinct model additions with no shared concrete code path." + "reason": "EuroBert vs RF-DETR are different model additions, not the same bug/change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate detection models; not the same requested change." + "reason": "RF-DETR and DEIMv2 are distinct models with different implementation paths." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision detection support is unrelated to LFM2.5 Audio support." + "reason": "RF-DETR vision model request is unrelated to LFM2.5 Audio support." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request target different architectures and code." + "reason": "Different model families; one is object detection, the other is sparse transformer support." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model types and different support paths." + "reason": "RF-DETR and Qwen3-ASR are different models and modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model families; not mergeable as one PR." + "reason": "RF-DETR and Qwen3-TTS are separate model requests with different code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and the weight-sparse transformer request are different underlying changes." + "reason": "NeoBERT vs weight-sparse transformer are not the same underlying change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different modalities and code paths." + "reason": "NeoBERT and LFM2.5 Audio target different architectures and tasks." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct models with no duplicate evidence beyond broad similarity." + "reason": "RF-DETR and NeoBERT are different models; no shared concrete fix." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model additions, not the same bug or change." + "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different additions." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture support is not the same as adding the weight-sparse transformer model." + "reason": "MiniCPM3 and OpenAI weight-sparse transformer are unrelated model changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests." + "reason": "MiniCPM3 and ModernVBERT are separate model-architecture requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS support are different changes." + "reason": "MiniCPM3 and Voxtral TTS are different model families and implementation paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and different implementation targets." + "reason": "DEIMv2 and Qwen3-TTS are different models with no shared concrete bug/change." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model support requests." + "reason": "ModernVBERT and Qwen3-ASR are distinct model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model families and modalities." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and 'BERT-like models with RoPE' are not the same underlying change." + "reason": "ModernVBERT and BERT-like RoPE coverage overlap only at a high level, not as the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A generic RoPE/BERT-family request is unrelated to Voxtral TTS support." + "reason": "Generic BERT-like RoPE support and Voxtral TTS are not the same code-path change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by branding but require different model heads/code paths; not one PR." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different integration work." + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and would not merge into one PR." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support is not the same as adding the weight-sparse transformer architecture." + "reason": "Qwen3-TTS and Voxtral TTS are separate model-support requests." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are separate TTS models with different code changes." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and request scopes." + "reason": "Qwen3-TTS support is unrelated to adding a weight-sparse transformer model." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated models; not the same bug or feature." + "reason": "Qwen3-ASR and EUPE are different model architectures and tasks." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model integrations." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model support requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated models." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but still different model integrations." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are different architectures and change sets." + "reason": "Weight-sparse transformer and EUPE are separate model requests with different implementations." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." + "reason": "Qwen3-ASR and weight-sparse transformer are unrelated changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are different audio model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are different model support requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and tasks." } ] }, @@ -16192,7 +16284,7 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "83ba1296f0850367c83da7de8dc2a5422f6eee360f72582c45b8332670e90da4", + "prepared_review_unit_hash": "9bbb484eeb1d81c2d258ef25bd36ce1657101ef9e60501a994acf2850febf82c", "component_budget": { "node_count": 7, "item_count": 7, @@ -16214,66 +16306,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of unrelated bug reports across different models and subsystems; the soft similarity signals are not strong enough to indicate duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the reports cover different code paths (normalization, Mask2Former loss handling, config typing, tokenizer warnings, quantization typos, and gating logic) rather than one underlying bug.", + "summary": "These issues cover distinct bugs across unrelated models/features, and none of the soft pairs look like the same underlying problem. The broadest/general report is the loss-kwargs issue (#43240).", + "confidence": 0.92, + "canonical_issue_reason": "#43240 is the most general and reusable bug report in the set: it describes a concrete framework-wide failure to forward kwargs into loss calculation, with downstream impact beyond one model.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43240 is the most generally actionable functional bug in the set, but it still does not represent the others as duplicates.", + "best_issue_reason": "#43240 has the strongest triage value because it is actionable, has inbound references, and describes a clear code-path bug rather than a model-specific typo or wording issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different subsystems and bug types: Llama4 normalization behavior vs ModernBERT config type hint." + "reason": "Both mention normalization-related terminology, but one questions whether a model layer should be RMSNorm while the other is only about a type-hint on a config field. Different bug classes and code paths." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are distinct code paths with different symptoms." + "reason": "One is about an unused ignore_value in Mask2Former, the other about kwargs not being forwarded to a loss function. Related to loss handling broadly, but not the same concrete defect." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former loss parameter usage and DeepSeek-V4 shared-expert gating are unrelated model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model-specific behaviors with different failure modes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "One is a model-specific loss bug; the other is a tokenizer regex warning regression." + "reason": "Unused loss ignore_value and tokenizer regex warnings are completely different subsystems and bugs." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value not being used and a quantization attribute typo are unrelated issues." + "reason": "A missing use of ignore_value is unrelated to a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Model loss behavior vs config annotation/type-hint correctness; no shared underlying defect." + "reason": "One concerns a model loss parameter being ignored; the other is a config type annotation mistake. Not the same issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs not being forwarded is a runtime bug; incorrect norm_eps typing is a separate configuration issue." + "reason": "Forwarding kwargs to loss functions and a wrong type hint for norm_eps are different defects with no shared concrete code path." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT config typing and tokenizer regex warnings affect different components and failure modes." + "reason": "A ModernBERT config type hint bug is unrelated to tokenizer regex warning behavior." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type hint bug and a typo in a quantization attribute do not describe the same problem." + "reason": "These are both small correctness issues, but in different components and with different fixes: config typing vs. a typo in a quantization attribute." } ] }, @@ -16303,7 +16395,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "2a74f832c25840253c615d59af4a98b539a2b83026b78421bbc80513686674b8", + "prepared_review_unit_hash": "6d35e8519c00c911da184aa32a09ab064125f8ff10a4cf33ec4da38c869ad64c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16325,18 +16417,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates: one is about block decoding, the other is a DeepSeek v3.2 support request. They target different underlying problems and there is no clear shared implementation path.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 support. They describe different feature/workstream requests with no shared targets or code-path evidence.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43037 is the more concrete feature request, while 41084 is a separate decoding-related topic; there is no single canonical issue for both.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43037 is the better representative only because it is more specific and self-contained, but it should not be treated as the same underlying request as 41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different workstreams: block decoding vs model support. The titles and available metadata do not indicate the same underlying bug or feature." + "reason": "The titles and likely problem domains are unrelated: block decoding vs DeepSeek v3.2 support. No shared filenames, targets, or concrete code-path overlap indicate a duplicate." } ] }, @@ -16366,7 +16458,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "9d21d97911c0661833e4323bda1b677b000f13ec028390eaa8cfb4caf92b8292", + "prepared_review_unit_hash": "57a8c676fc4007b7a50d22518f3ab1f6d203d2343002040ed33316f1fbcfb17b", "component_budget": { "node_count": 2, "item_count": 2, @@ -16388,18 +16480,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to Trainer customization, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPS estimation with custom trainers. They should not be treated as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #43598 is the better canonical representative because it centers on Trainer customizability, which is the broader underlying theme of the pair.", + "summary": "These are related only at a high level (Trainer/custom trainers), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate: issue #43598 is about making `remove_unused_column` more customizable, while issue #43600 is about handling custom trainers when estimating FLOPS.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the best issue to keep as the cluster representative since it is the more general Trainer customization concern; #43600 is a separate FLOPS-estimation edge case.", + "best_issue_reason": "#43598 is the more representative issue for the shared Trainer customization theme, but it still addresses a distinct concern from FLOPS estimation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share a broad Trainer customization context, but the concrete topics differ: `remove_unused_column` behavior versus FLOPS counting for custom trainers. Not the same underlying bug." + "reason": "Same broad area, but different concrete behaviors: column removal customization vs FLOPS counting for custom trainers. Not the same underlying bug/change." } ] }, @@ -16429,12 +16521,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a84c9519cbb668c8ba721885b2e661a4e5c60206161b401659f0262a003751fc", + "prepared_review_unit_hash": "363133d47a3b8bfa0cfe6832b8345aacf3b24352978153da6111d4aab393d706", "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 }, @@ -16442,7 +16534,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16451,18 +16543,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (Qwen/AutoModel support), but they request different capabilities for different model/config families, so they are not duplicates.", + "summary": "These are separate feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes, so they should not be clustered as duplicates.", "confidence": 0.93, - "canonical_issue_reason": "Issue #43684 is the broader umbrella request: add Qwen3-Omni registration to AutoModel and AutoModelForConditionalGeneration. It better represents the cluster theme than the narrower sequence-classification request.", + "canonical_issue_reason": "Issue #43684 is the broader registration request and best represents the Qwen3-Omni AutoModel/AutoModelForConditionalGeneration gap.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best representative because it targets a core auto-model registration gap rather than a specific downstream head for a different config family.", + "best_issue_reason": "Issue #43684 is the clearest representative issue in this set because it names the model-family registration problem directly and at a higher-level auto-class scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue #43684: Add Qwen3-Omni model registration to AutoModel and AutoModelForConditionalGeneration classes", - "right": "issue #44405: Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)", + "left": "issue:43684", + "right": "issue:44405", "accept": false, - "reason": "Different model families and different API surfaces: one is registration for Qwen3-Omni generative auto classes, the other is sequence-classification support for Qwen3.5. They are not the same underlying bug or change." + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Not the same bug/change." } ] }, @@ -16499,12 +16591,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "ebef4ad00b083658c8271d2bce1037724dd2f53a420c6d94175aa2d017b221b4", + "prepared_review_unit_hash": "3d9df6851db999677e893947309e5318effeeb2fb578e32a432d169154232a6d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -16512,7 +16604,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -16521,58 +16613,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled 'huggingface' form a clear duplicate cluster; issue 43835 ('Fett') looks unrelated. The earliest huggingface report, 43845, is the best canonical representative.", - "confidence": 0.87, - "canonical_issue_reason": "43845 is the earliest of the near-identical 'huggingface' issues and has strong duplicate evidence with 43846 and 43859.", + "summary": "The cluster is dominated by three near-empty issues titled \"huggingface\"; one issue titled \"Fett\" looks unrelated. There is not enough concrete evidence to merge any pair as the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43845 is the best canonical representative only because it is one of the repeated \"huggingface\" reports and is the earliest among the near-identical titles; there is no substantive body/detail to distinguish it from #43846 or #43859.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the cleanest cluster representative: it matches the other two huggingface issues closely, while 43835 does not appear to share the same topic.", + "best_issue_reason": "#43845 is the best overall issue candidate because it matches the repeated title pattern and is earliest among the duplicate-looking issues. #43835 has a different title and does not fit the apparent group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no concrete evidence beyond generic similarity; likely unrelated." + "reason": "Different titles ('Fett' vs 'huggingface') and no body/target evidence that they describe the same problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of the same underlying issue." + "reason": "Different titles and no substantive description or linked target to support same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete evidence of the same underlying issue." + "reason": "Different titles and no concrete evidence beyond loose similarity." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Near-identical title/body pattern ('huggingface') and high textual overlap indicate the same underlying issue." + "accept": false, + "reason": "Same title, but the issues are too sparse to verify they are the same underlying bug; title-only similarity is not enough." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same 'huggingface' issue pattern with strong textual similarity; likely duplicates." + "accept": false, + "reason": "Same title, but no body details, targets, or references to confirm identical cause or impact." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same 'huggingface' issue pattern with strong textual similarity; likely duplicates." + "accept": false, + "reason": "Same title, but insufficient evidence to treat them as duplicates of the same concrete issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 all share the same title and have much higher soft-similarity scores than the 43835 pairings, while 43835\u2019s different title and much lower similarity support treating it as separate. The choice of 43845 as canonical is also supported by its earliest created_at among the huggingface issues. The verdicts stay appropriately cautious given the evidence available." - }, - "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 }, @@ -16606,88 +16695,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "3d302461c4657506de64c652ee17a83edfefd204a1485a0e19eb2ebc0ffdaead", + "prepared_review_unit_hash": "2d1c4cb796deb841a111a2cae9759227ab686624357cd3c297e48ee189e964a7", "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 all low-information, likely spam/template issues with no concrete bug report or change request, so no true duplicate cluster can be established.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44418 is the least spam-like and the only item with a vaguely descriptive title, so it is the closest representative, though still far too generic to be a strong canonical issue.", + "summary": "These are spammy or placeholder issues with no concrete shared bug/report to deduplicate. The apparent similarities are mostly generic text or identical spam markers, not a real underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue exists; the items do not describe one concrete problem, and the shared text is too generic/spam-like to justify a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the most representative by process of elimination, but it still lacks actionable detail and does not clearly describe a unique underlying problem.", + "best_issue_reason": "If a representative must be chosen, issue 44371 is the earliest and one of the identical '' entries, but it is only a placeholder representative, not a meaningful canonical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder spam titles, but that does not show a shared underlying bug or change." + "reason": "Identical spam placeholders, but they do not describe the same underlying bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are placeholder spam titles, but that does not show a shared underlying bug or change." + "reason": "Identical spam placeholders, but there is no concrete shared issue to merge." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a generic documentation suggestion; no concrete shared issue." + "reason": "Generic spam placeholder vs. vague documentation suggestion; not the same underlying report." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different generic/placeholder titles with no actionable overlap or same bug described." + "reason": "Spam placeholder vs. unrelated promotional-looking title; no shared bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation wording versus spam placeholder; no evidence of the same underlying problem." + "reason": "Documentation suggestion and spam placeholder are unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation wording versus spam placeholder; no evidence of the same underlying problem." + "reason": "Documentation suggestion and spam placeholder are unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam placeholder titles are not enough to establish the same underlying bug or change." + "reason": "Both are spam placeholders, but that is not enough to treat them as the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam versus an unrelated generic title; no concrete shared issue." + "reason": "Spam placeholder vs. unrelated promotional-looking title; no concrete shared issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam versus an unrelated generic title; no concrete shared issue." + "reason": "Spam placeholder vs. unrelated promotional-looking title; no concrete shared issue." } ] }, @@ -16717,12 +16806,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "271a91af493a6460b15066097527989343ac8ba80bf4f90169578c4a6fa08424", + "prepared_review_unit_hash": "a6fa1e6d38b40edb6e05a3d248533d776ad12d927417dfd4c784559b58e4de0c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16730,7 +16819,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16739,27 +16828,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are strong duplicate candidates: they share an identical title and have soft-similarity evidence, but the packet does not expose the bodies, so the evidence supports clustering rather than a claim of near-exact duplication.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread.", + "summary": "The two closed issues appear to be the same report: identical title, very similar body length, and no distinguishing metadata. This is a straightforward duplicate issue cluster.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45145 is a good canonical choice because it is the earlier-created report and has the only inbound reference, suggesting it is the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best issue representative for the cluster for the same reasons: earlier creation and slightly more linkage/activity.", + "best_issue_reason": "issue:45145 is the best single issue to keep as the representative because it predates issue:45151 and already has some linkage/activity, while the other looks redundant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles plus soft-similarity evidence make these strong duplicate candidates; while the body text is not visible here, they likely track the same underlying request." + "reason": "Accept: same title, same apparent problem statement, and no evidence of different scope; these look like duplicate reports of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair looks plausibly related because the titles are identical and there is soft-similarity evidence, but the packet does not expose the bodies, so saying the issues are \"near-exact duplicates\" or that they have \"highly similar body\" overstates the evidence. A more conservative wording would be that they are strong duplicate candidates based on identical titles and soft similarity." + "accept": true, + "feedback": "The conclusion is grounded: the issues share an identical title, similar body size, and only soft similarity evidence, while the canonical choice is sensibly the earlier report with the inbound reference. The soft-edge duplicate verdict is conservative enough for the packet evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16837,40 +16926,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "30584d64e5ffcb57300908acee4dffa0c63744462f9a42c4be7a718148e8e778", + "prepared_review_unit_hash": "0997ecb9141a05f3a59e40c77d11a96f0b3d0f0f24d07eb75093b696bac32006", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8/NF4 torch.finfo TypeError, the other is a BitsAndBytesConfig llm_int8_skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #45674 is the broader, more generally actionable report about BitsAndBytesConfig behavior in 4-bit inference; #45672 is a specific Gemma4/audio-module crash with a different failure mode.", + "summary": "The two issues are not duplicates: one is a Gemma4 audio-module uint8/NF4 inference TypeError, the other is a BitsAndBytesConfig skip-modules/lm_head exclusion AssertionError. They share only the broad area of 4-bit inference, not the same bug or code path.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue as a duplicate pair: issue 45672 and issue 45674 describe different failures in different parts of the 4-bit inference stack.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the better representative issue for the cluster because it describes a clearer configuration-level regression and is less model-specific than #45672.", + "best_issue_reason": "Issue 45674 is the better standalone representative because it is more specific about the configuration interaction and failure mode, making it more actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs and code paths: one crashes in Gemma4 audio modules due to uint8/NF4 torch.finfo handling, the other is an llm_int8_skip_modules / lm_head exclusion regression causing AssertionError. They are not the same fix." + "reason": "Different underlying bugs: Gemma4 audio module uint8/NF4 path triggers torch.finfo TypeError, while BitsAndBytesConfig skip_modules changes lm_head exclusion and causes an AssertionError. Same broad subsystem, not the same fix." } ] }, @@ -16900,7 +16989,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "33825260da028828472a65e05bc9f1c3cbc0c878850beced77ef8136309dcb54", + "prepared_review_unit_hash": "91b3ed72a563874bb4f2c95c27bc692b783d72437243cfe3892cf72c920c46a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -16922,18 +17011,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just name/date strings with no body or technical content, and they do not describe the same bug or change. They should not be deduplicated.", + "summary": "The two issues do not appear to be duplicates or the same underlying bug/report; they are separate person-name/date entries with no shared technical context.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a meaningful canonical bug report; both are empty and unrelated, so there is no good issue to designate as the cluster representative.", + "best_issue_reason": "Issue #45762 is the earliest created item in the cluster, so it is the most plausible representative if one must be chosen, but there is no real canonical duplicate target here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "These are unrelated placeholder-like issues containing different personal names and dates, with no shared technical problem or underlying change." + "reason": "These are distinct closed issues with different names and dates and no shared technical subject, so they are not the same underlying report." } ] }, @@ -16963,40 +17052,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "3533060fcb59fa9040d5b55527639444017236fd3b60c6700bfb2b8f2c759427", + "prepared_review_unit_hash": "13180457f7a4032e4313aa79746cb56ac0712d75c8d51e08dd1ed3b2941b2edd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "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": "The two closed issues are unrelated name-only entries with no body, links, or shared technical context; they do not appear to describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "Neither issue has enough technical detail to justify canonical status; if forced, issue 45764 is only marginally preferable by ordering, not content.", + "summary": "The two issues look like unrelated low-content submissions (different personal-name/date titles) rather than duplicate reports of the same problem.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong issue candidate exists because both issues lack any actionable description or evidence of a distinct problem.", + "best_issue_reason": "No strong canonical issue candidate; both are similarly empty and unrelated, so neither is a clear representative of a shared underlying report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only similarity is the person-name-like title format; there is no shared problem statement, code path, or explicit linkage indicating duplicate intent." + "reason": "The titles refer to different people/dates and there is no shared bug, code path, or explicit linkage; this does not look like the same underlying issue." } ] }, @@ -17036,88 +17125,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "029b903e1c93f66678a9698e0d92ce0715cc3727bf873ab4bef4569553816c6e", + "prepared_review_unit_hash": "a6d1fbdf3fc06766fcf5a845b826123adb1556a4385fec76e14249b17d4ff0b4", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to contain promotional/DataForge finance-related issues, but it actually splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related by topic but is not the same underlying report.", - "confidence": 0.96, - "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earliest of that pair, making it the cleanest representative issue in the cluster.", + "summary": "The cluster contains two true duplicate issue pairs: 45870/45871 and 45872/45873. The remaining issue (45869) is only loosely related by financial-domain wording and does not look like the same underlying request as the others.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the earliest member of an exact-duplicate pair (with 45871) and has the clean, generic title that makes it the safest canonical anchor.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue representative because it is an exact duplicate pair member, earliest in its pair, and has the most straightforward duplicate relationship.", + "best_issue_reason": "45870 is the strongest single representative to keep open because it is an exact duplicate match, earliest in its pair, and the title is broad enough to serve as the reference point for that request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same broad DataForge finance theme, but the titles describe different artifacts: a dataset bundle vs an example issue." + "reason": "Related financial/topic area, but 'dataset bundle' and 'financial time series prediction' are different requests, not the same issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic only; this is a dataset listing, not the same example issue." + "reason": "Same as above: topical similarity only; no evidence they describe the same underlying task or bug." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and identical body size; these look like duplicate issues for the same example." + "reason": "Exact same title and apparent duplicate issue request; these look like the same item." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge prompts, but they describe different concrete items: an example vs a scraping-service bundle." + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other adds a scraping-service feature; too different to merge as the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad subject, but not the same underlying issue; different title and apparent scope." + "reason": "Same reasoning as 45870/45872: related domain, but not the same concrete request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete issue content despite similar finance/DataForge wording." + "reason": "Different feature framing and scope; sharing a topic is not enough to treat them as duplicates." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad theme only; not the same underlying request." + "reason": "Related only by theme; the scraping-service request is not the same as the example prediction issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and identical body size; these are duplicate issues for the same change/request." + "reason": "Exact same title and likely duplicate report of the same DataForge scraping-service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are the two clear near-identical pairs, while 45869 is only topic-adjacent. The soft-edge verdicts stay conservative, and the representative issue choice is defensible as the earliest member of one duplicate pair." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly different. The soft-edge verdicts are conservative overall, especially rejecting the cross-topic matches. " }, "evaluator_used": true, "retried": false, @@ -17167,8 +17256,8 @@ "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", "pull_request:43823|pull_request:46067", - "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", "pull_request:44827|pull_request:46067", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46048", @@ -17177,178 +17266,172 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "52dac8099c97ddfacffe36dca43f0ca71f6dc5ee20fa7118dee3d290d4564f4e", + "prepared_review_unit_hash": "cf4eb64129e6f97a12e445d455a9cc925b412f5767c69db947ebe57e76119a5a", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38365, - "estimated_input_tokens": 9592, - "estimated_eval_tokens": 19440 + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38365, - "estimated_input_tokens": 9592, - "estimated_eval_tokens": 19440 + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share broad Transformer infrastructure themes or weak text similarity. The only true duplicate pair is the two `fixed_cross_entropy` changes (PRs 43251 and 43254), which both modify the same function for the same issue and are plausibly one merged change.", - "confidence": 0.96, + "summary": "Only one true duplicate pair stands out: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are separate feature additions, model ports, or unrelated bug fixes despite superficial similarity.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical PR for the only duplicate pair: it directly targets the linked issue 43240, edits the same function in the same file, and is slightly more complete/explicit about the intended cross-entropy kwargs behavior.", + "canonical_pr_reason": "#43251 is the clearest canonical PR for the cross-entropy kwargs fix: it explicitly targets issue 43240 and presents the more complete implementation of the same underlying change as #43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the clearest, most scoped, and explicitly issue-linked version of the only genuine duplicate change; the other PRs are separate features, refactors, or fixes.", + "best_pr_reason": "#43251 is the strongest overall representative of the only duplicate group; the other PRs are unrelated to this loss-function bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both touch model/export-related areas, but one adds VideoPrism and the other adds an Executorch dynamic-shape test for decoder-only LM export. They are unrelated changes, not the same underlying bug or feature." + "reason": "Videoprism model addition vs. an ExecuTorch dynamic-shape test; different code paths and different goals." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing methods and adding MobileLLM are unrelated model support changes. No shared code-path bug or mergeable single fix." + "reason": "Tokenizer method addition for MistralCommon vs. adding MobileLLM support; unrelated model areas." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions versus Executorch export tests are different subsystems and different problems." + "reason": "Tokenizer API fix vs. export test coverage; no shared underlying bug/change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both are processor/model support work, but they target different models and different issues; no common concrete bug/change." + "reason": "Processor-pretrained robustness changes are unrelated to introducing a new MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Cross-entropy kwargs handling and conversion/base_model_prefix loading fixes are unrelated." + "reason": "Cross-entropy kwargs forwarding vs. conversion/loading prefix handling; distinct bugs in different subsystems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs support and MobileLLM model addition are unrelated." + "reason": "Loss-function API fix vs. new model addition; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are distinct changes with different code paths." - }, - { - "left": "pull_request:43251", - "right": "pull_request:46067", - "accept": false, - "reason": "Different subsystems: loss function kwargs vs conversion/loading prefix handling." + "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test fixes and MoE tensor contiguity." }, { "left": "pull_request:43424", - "right": "pull_request:43823", + "right": "pull_request:46067", "accept": false, - "reason": "Executorch dynamic-shape export testing and MobileLLM model support are unrelated." + "reason": "ExecuTorch export test coverage vs. model-loading conversion prefix logic; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "A test for dynamic export shapes is not the same bug/change as Mistral4 test fixes." + "reason": "Dynamic-shape export tests do not match Mistral4 test/model fixes." }, { "left": "pull_request:43424", - "right": "pull_request:46067", + "right": "pull_request:43823", "accept": false, - "reason": "Export test coverage and base_model_prefix conversion/loading fixes do not describe the same underlying problem." + "reason": "Export test coverage vs. MobileLLM model support; separate efforts." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support and `cls.config` resolution ordering are unrelated." + "reason": "New MobileLLM model code is unrelated to the config-resolution order fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition and Falcon output-collection refactoring are different model-specific changes." + "reason": "Model port vs. Falcon output-collection refactor; different code paths and purposes." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "Model addition versus loading/conversion prefix handling are unrelated." + "reason": "New model implementation vs. loading/conversion prefix fix; not the same underlying issue." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output collection and the model-creation skill are unrelated; one is code refactoring, the other is repo tooling/docs." + "reason": "Falcon refactor to standardized output capture vs. Mistral4 test fixes; unrelated." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-interface refactoring and Mistral4 test fixes affect different models and different behaviors." + "reason": "Falcon modeling refactor and a model-creation skill are not the same bug/change." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fixes and base_model_prefix conversion/loading changes are different issues." + "reason": "Mistral4 test/model fixes and base_model_prefix conversion handling are different problems." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests and the `layrnorm`\u2192`layernorm` renaming fix are unrelated." + "reason": "Mistral4 test fixes vs. a CLIP-like layernorm typo rename; unrelated code changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and adding a TDT loss kernel are different features/fixes." + "reason": "Mistral4 testing/model cleanup vs. adding a TDT loss kernel; different features." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test changes and `cls.config` resolution ordering are unrelated." + "reason": "Mistral4 fixes do not share the same underlying bug as the `cls.config` resolution order change." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test fix and the model-creation skill are not the same underlying change." + "reason": "Model test fixes vs. a model-creation skill/documentation PR; not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model support and the model-creation skill are unrelated repository content." + "reason": "Adding MobileLLM support and adding a model-creation skill are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` in the same file for the same issue 43240, adding support for passing kwargs like `weight` and `label_smoothing`. They are clearly the same underlying fix and could be merged into one PR." + "reason": "Both PRs fix the same `fixed_cross_entropy` issue by forwarding supported kwargs to `nn.functional.cross_entropy`; they are plausible duplicates of the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: most pairs are clearly different models/features/subsystems based on titles, filenames, and diffs. The only accepted duplicate, PRs 43251 and 43254, is well supported because both touch `src/transformers/loss/loss_utils.py`, target the same issue 43240, and implement the same `fixed_cross_entropy` kwargs support. The other soft-edge rejections are conservative and do not overstate shared evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate, #43251/#43254, is well supported by the shared file, shared issue target 43240, and nearly identical cross-entropy kwargs changes. The other pairwise rejections are appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -17375,7 +17458,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "ea40024b82b08e85daec46d51e7746eeabe41c669cc49cf2d673ed34dee4ec84", + "prepared_review_unit_hash": "64a11e9c38ea1623af8bcef9fdf679649823880eb4d0d5afa25d684e262f36fc", "component_budget": { "node_count": 2, "item_count": 2, @@ -17397,18 +17480,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target VibeVoice, but they are not the same change: #40546 is the initial VibeVoice implementation, while #42781 adds a separate VibeVoice Realtime path plus an acoustic tokenizer and generation updates. Shared filenames reflect the same model family, not a single concrete fix/change.", - "confidence": 0.9, + "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 is the core VibeVoice implementation, while #42781 adds a realtime variant plus acoustic tokenizer and generation changes. They overlap in shared model scaffolding, but the concrete changes are different enough that this is not a duplicate pair.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#42781 is the broader and later VibeVoice submission, covering the realtime/tokenizer additions on top of the base model integration.", + "canonical_pr_reason": "#40546 is the main, non-draft VibeVoice implementation and is the cleaner representative of the base feature set; #42781 is a later draft that builds on the same model family with additional realtime/tokenizer work.", "best_issue_reason": null, - "best_pr_reason": "#42781 is the best representative of the cluster because it spans the larger VibeVoice integration scope and is more complete than the initial implementation PR.", + "best_pr_reason": "#40546 is the best standalone PR to represent the cluster because it introduces the core VibeVoice support without the extra realtime-specific scope present in #42781.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They overlap on the VibeVoice package and Auto mappings, but #40546 is a base implementation while #42781 adds realtime support and a tokenizer/model variant; these are related but distinct PRs, not one concrete change." + "reason": "Shared filenames indicate related VibeVoice infrastructure, but #40546 implements the base model while #42781 adds realtime support and acoustic tokenizer pieces. They are adjacent feature work, not the same concrete bug/change, so they should not be merged as duplicates." } ] }, @@ -17438,12 +17521,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5036a54ec4b15efc4d1020074c1eff81c5c289dd66803a53a9ddc5c14e9c5913", + "prepared_review_unit_hash": "ccc8b0930b89df607ba22a548e47f58ee70b1f70f779a9e2b2d52b6dace287d7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17451,7 +17534,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17460,18 +17543,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions: one adds TimesFM forecasting with covariates, the other adds DINOv3 image-classification support. They do not fix the same code path and should not be deduplicated.", + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. There is no duplicate relationship here.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate cluster: the PRs address different models, different codepaths, and different user-facing features.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; both are valid but distinct feature PRs in different model families.", + "best_pr_reason": "Neither PR is a better dedupe representative of the other; they are separate feature PRs and should not be merged or clustered as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different functionality, and different changed code paths/files; no shared underlying bug or mergeable common fix." + "reason": "Different subsystems and goals: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or mergeable overlapping change." } ] }, @@ -17566,7 +17649,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "6d7ee905fa272a24e4ececb03e68b86b8c57fc9ae577bef8f525e3bad48a2242", + "prepared_review_unit_hash": "13a05fb89f284c25c3685b2d9e803e4c1ddd1aed31273ca1fd9e89c6511c61b5", "component_budget": { "node_count": 3, "item_count": 3, @@ -17588,24 +17671,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are independent model additions with shared Transformers boilerplate, but they target different model families and code paths. They are not duplicates.", - "confidence": 0.98, + "summary": "All three pull requests are separate new-model additions with overlapping repo plumbing, but they target different model families (DeepSeek OCR, Isaac, Kimi2-6) and are not the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-introduction PRs rather than duplicates of one underlying fix/change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good duplicate representative for the cluster; each PR adds a different model stack and should be triaged independently.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations (DeepSeek OCR vs Isaac); overlap is only in registration/docs scaffolding, not the same underlying fix or mergeable code-path change." + "reason": "Different model additions (DeepSeek OCR vs Isaac) with only shared auto-registration/docs scaffolding; not the same code-path fix and not mergeable as one PR." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) with distinct files and behavior; they share generic auto-mapping patterns only, so they should not be merged as duplicates." + "reason": "Different model families (Isaac vs Kimi2-6) and separate implementation targets; shared framework files do not indicate one underlying change." } ] }, @@ -17635,7 +17718,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "78f78bd360f5ff854ae89f37b5db656234052ff0b9f6dfde66d6a7f450637be0", + "prepared_review_unit_hash": "f5fd02969cbdb0c2f66ca362b088191c5499efe5561be6e9bbf6069f17e8967a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17657,18 +17740,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related GitHub Actions maintenance, but they are not the same change: PR 42975 is a broad Node 24 compatibility upgrade for many workflow actions, while PR 42976 is a separate bump of docker/build-push-action to v6 in a different set of workflows.", - "confidence": 0.97, + "summary": "These are both maintenance PRs updating GitHub Actions versions, but they target different actions and different problem domains. They are related only at a broad workflow-upgrade level, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across many workflows, while 42976 bumps docker/build-push-action in docker-image workflows. They are separate maintenance changes rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the broader, more representative Actions maintenance PR, but it is still not a duplicate of PR 42976 because the affected actions and change intent differ.", + "best_pr_reason": "If a single representative is needed, 42975 is the broader workflow-maintenance PR and better summarizes the cluster, but it is still not a duplicate of 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Not the same underlying fix/change. 42975 updates many GitHub Actions references for Node 24 compatibility, while 42976 specifically upgrades docker/build-push-action to v6 in docker image workflows. They could coexist in one maintenance sweep, but they are not duplicate PRs." + "reason": "Both update GitHub Actions, but they change different actions for different purposes (general workflow compatibility vs docker build action bumps). They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." } ] }, @@ -17705,7 +17788,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "23f13d66f07511c25ec2801b02170a6e5799a6462c20bebf2daba57f4e4fd067", + "prepared_review_unit_hash": "6bf6a0663a33c721d1510201730255b6c7b262431c5dd825aa54fc9d01f8c22a", "component_budget": { "node_count": 4, "item_count": 4, @@ -17727,48 +17810,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition PRs; the overlaps are mostly shared docs/auto-registration boilerplate, not the same underlying change.", - "confidence": 0.98, + "summary": "These PRs are all model-addition/documentation changes in Transformers, but they target different models and codepaths, so the cluster is a false positive for duplication.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs add different models (ViT NEPA, Molmo, Molmo2, CTSM) and do not represent one duplicate change.", + "canonical_pr_reason": "No single canonical PR: ViT NEPA, Molmo, Molmo2, and CTSM are distinct model integrations, not alternate fixes for the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for dedupe triage: each PR targets a distinct model and code path, so none is a suitable representative of the others.", + "best_pr_reason": "PR 43451 (Molmo2) is the most substantial and review-heavy of the set, so it is the best representative PR, but only as a cluster exemplar rather than a duplicate canonical.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared files are generic docs/auto-registration only." + "reason": "Different model integrations (ViT NEPA vs Molmo); shared docs/auto-registry files are boilerplate for adding a new model, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is limited to common framework plumbing." + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different implementations and targets; overlap is only in generic registration/docs." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model families (vision model vs time-series CTSM); shared paths are broad infrastructure only." + "reason": "ViT NEPA and CTSM add separate models with different codepaths; common files reflect standard model-registration edits." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families with separate implementations; not the same fix/change." + "reason": "Molmo and Molmo2 are distinct model families and the PRs introduce different modules, processors, and tests; not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different model additions; common docs/auto files do not indicate a duplicate." + "reason": "Molmo and CTSM are unrelated additions; shared auto/docs edits are incidental to model onboarding." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM address different models and code paths; overlap is only shared boilerplate." + "reason": "Molmo2 and CTSM touch different model implementations and test suites; they are separate feature PRs, not mergeable as one duplicate change." } ] }, @@ -17803,58 +17886,58 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "af41285ce09f45fbc40cea4de047bb8d92b18227449184f2c71a168114da7c90", + "prepared_review_unit_hash": "2cf315d0fc9e8d104380aa6b47f4b7520881eeeb1820b66831a5547e0ef165b2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9391, - "estimated_input_tokens": 2348, - "estimated_eval_tokens": 4952 + "serialized_chars": 9388, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9391, - "estimated_input_tokens": 2348, - "estimated_eval_tokens": 4952 + "serialized_chars": 9388, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates of one another: they span unrelated areas (Whisper tokenization/tests, CLIP/ViT test edits, FP8 dequantization, and FSDP tied-weights handling). The cluster is heterogeneous, with no pair clearly fixing the same concrete bug or mergeable as one change.", + "summary": "These pull requests are about unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization/loading, and FSDP tied weights). The title similarity is superficial, so none should be clustered as duplicates or merged as the same change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46102 is the clearest standalone bugfix in the cluster: it targets a specific FSDP tied-weights issue with focused code and test changes, whereas the others are unrelated or much more incidental.", + "canonical_pr_reason": "No PR is a true duplicate of the others; if one representative must be chosen, PR 44815 is the most concrete code-fix PR, but it is still not the same underlying change as the rest.", "best_issue_reason": null, - "best_pr_reason": "PR 46102 is the strongest representative change because it has a concrete subsystem, a specific defect, and a coherent implementation/test story. The other PRs are either test noise, broader refactors, or address different code paths.", + "best_pr_reason": "PR 44815 is the strongest standalone representative because it contains the most substantive implementation change and clear bug-fix intent, whereas the others are mostly test tweaks or a different subsystem entirely.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fixes and CLIP/ViT test edits are unrelated; they do not address the same code path or bug." + "reason": "Both touch tests, but they target different models and different failure modes; no shared code path or same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding logic and FP8 dequantization are different subsystems with different failure modes." + "reason": "Whisper tokenization/test fixes are unrelated to FP8 dequantization and model-loading changes." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "Synthetic test failures in CLIP/ViT are not the same issue as FSDP tied-weights handling." + "reason": "CLIP/ViT test assertions are unrelated to FSDP tied-weights logic; same broad repo area only." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These touch unrelated areas: model test files versus FP8 quantization/loading internals." + "reason": "The overlap is only a generic 'fix' title; the PRs modify unrelated models and code paths." } ] }, @@ -17891,12 +17974,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "3ca86f1bea8e5451fc8c04029deb08a34d43d75b5bb06186f9b533301455f442", + "prepared_review_unit_hash": "d231cc8fb30fe12f78d8e242aaac0cfc3abe72ba5250fc1bea7ed4d1bfb6729c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11339, + "serialized_chars": 11340, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -17904,7 +17987,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11339, + "serialized_chars": 11340, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -17913,48 +17996,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only PRs 46100 and 46114 are true duplicates: they have the same ViT test-only diff. The other PRs are unrelated dummy/test or infrastructure/model changes and should not be clustered together.", - "confidence": 0.95, + "summary": "Only one pair looks like a true duplicate: the two ViT test-migration PRs with identical diffs. The other PRs are either different bot/test experiments or a broader unrelated grafana/testing change that only overlaps on a broad testing theme.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46114 is the clearest representative of the only exact duplicate pair (46100/46114); the rest of the items are not the same change.", + "canonical_pr_reason": "PR 46100 is the cleanest representative of the exact duplicate pair: it has the minimal, direct ViT test-migration diff, while 46114 is the forked copy with the same change and the others are different experiments.", "best_issue_reason": null, - "best_pr_reason": "PR 46114 is the best single representative for this cluster because it matches 46100 exactly while having the more explicit fork/test-migration context.", + "best_pr_reason": "PR 46100 is the best global representative for the cluster because it is the clearest instance of the duplicated ViT test-migration change and is more concise than the forked duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both are test/don't-merge PRs, but they change different files and different behaviors: repo-bot/version/setup changes vs. ViT test migration." + "reason": "Same test file, but different changes and purposes: repo-bot/setup tweak vs OTEL/test-migration fork. Not the same underlying PR." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They only share a generic test-model file; one is a setup/version check PR and the other is broad workflow/model/instrumentation changes." + "reason": "Both are dummy/CI-oriented PRs, but the code changes are unrelated and touch different workflows/files. Shared test file mention is not enough." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Different underlying changes: CI/workflow and model/config edits versus a tiny ViT test migration with failing asserts." + "reason": "Different workflow/utility changes versus a ViT test-migration fork. They do not fix or test the same concrete change." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "PR 45932 is a broad tracing/model/config change, while 46100 only adds failing ViT test assertions; not the same code-path fix." + "reason": "Both involve testing-related files, but 45932 is a broad grafana/model/config change while 46100 is a standalone ViT test-migration edit. Not the same change." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These are effectively identical PRs: same file, same inserted assertions, and the same ViT test-migration change." + "reason": "These appear to be the same exact ViT test-migration PR: identical file, identical diff hunk, and only title/metadata differ. They could plausibly be merged as one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 46100 and 46114 have the same exact diff, while the other pairs only share superficial file overlap or broader infra/model changes. The soft-edge rejections are conservative and the one accepted pair looks mergeable as the same ViT test-only change." + "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is the clearly identical 46100/46114 ViT test-migration duplicate; the other pairings are reasonably rejected as different changes rather than the same mergeable bugfix." }, "evaluator_used": true, "retried": false, @@ -17981,7 +18064,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "ff50975c6aad8588d5700e7b12acc3cf0650aac66c78237133c4112383d49001", + "prepared_review_unit_hash": "b5f43f409606579958004a40166d400400d7e12fe53f375c9de682db870833db", "component_budget": { "node_count": 2, "item_count": 2, @@ -18003,18 +18086,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different pipelines (promptable concept segmentation vs promptable visual segmentation). They share framework/docs scaffolding, but they do not look like the same underlying change and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/registry boilerplate, but the pipelines, target models, tests, and semantics differ, so they should not be deduplicated.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs implement distinct pipelines and target different model/task integrations.", + "canonical_pr_reason": "No canonical PR as a duplicate: PR #43612 and PR #43613 implement different pipeline features, not the same change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate candidate; both are independently valid feature additions, but they address different use cases.", + "best_pr_reason": "If one must be treated as the representative PR, #43613 is broader in scope, but it is still not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete pipeline features with different filenames, model integrations, and task docs; shared scaffolding alone is not enough to treat them as the same change." + "reason": "Different pipeline additions with different names, model integrations, and test coverage; shared scaffolding is not enough to indicate the same underlying change." } ] }, @@ -18044,40 +18127,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9cc6afe63b6138f0b73edf042cd8c83413ea65e5178aa60dd5da6b0b14adeede", + "prepared_review_unit_hash": "48e9e20de2c65ca29c8fdec3c19a4855f0175e71c0cad79dbda29ee0699fa0c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file but implement different trainer extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for overrideability. They are not the same underlying change.", - "confidence": 0.97, + "summary": "Both PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for PEFT/custom trainer filtering. They are not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR 43651 changes training-step loss normalization, while PR 43663 refactors signature-column filtering into a helper for custom trainers.", + "canonical_pr_reason": "PR #43651 is the clearer representative of the cluster because it makes a focused behavior change in `training_step` with a new `_loss_is_scaled_for_ga` hook; #43663 is a separate trainer API/refactor around column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger standalone representative because it targets a concrete training behavior change in the loss-scaling path; PR 43663 is a separate trainer refactor/extension hook.", + "best_pr_reason": "PR #43651 is the strongest standalone candidate: it targets a concrete code-path problem and has a narrowly scoped fix. PR #43663 is useful but addresses a different extensibility concern.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: 43651 adds a gradient-accumulation loss-scaling hook in training_step, while 43663 adds an overrideable signature-column helper for dataset column filtering. They are not mergeable as one change." + "reason": "They share a file and broad trainer context, but the code changes are unrelated: one controls gradient accumulation loss normalization, the other refactors model-signature column selection. They would not plausibly be merged as one PR." } ] }, @@ -18107,7 +18190,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "5fb996f7b77799bb8b521a1699cb10fab7729696e19f9b68f31cb242462ae7e4", + "prepared_review_unit_hash": "61c2a88c5e4ba86c7edcd7d4754934a6870968f0074bf04a62e70058baa228fe", "component_budget": { "node_count": 2, "item_count": 2, @@ -18129,18 +18212,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate CLI typing/runtime fixes in the same file, not the same PR: one targets a TypeAdapter NameError generally, the other specifically avoids importing pydantic at runtime when it is absent.", - "confidence": 0.89, + "summary": "These PRs are related but not duplicates: both touch `src/transformers/cli/serve.py` and involve typing-related NameError fixes, but they target different failure modes and fixes.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more specific and concrete fix: it explicitly addresses the TypeAdapter NameError when pydantic is not installed, with a small, focused change under TYPE_CHECKING.", + "canonical_pr_reason": "43656 is the broader, earlier TypeAdapter-related CLI fix and the most representative single change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it states the failure mode clearly and patches the runtime import/annotation problem directly; #43656 is a different typing cleanup around __future__ annotations and does not match the same concrete bug.", + "best_pr_reason": "43656 is the best overall representative because it addresses the core CLI annotation/runtime NameError problem most directly.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch src/transformers/cli/serve.py and TypeAdapter typing, but they fix different problems: #43656 is a general NameError/annotation cleanup, while #43842 specifically handles pydantic being unavailable. They are not the same underlying change and should not be merged into one PR." + "reason": "Reject: they are similar typing fixes in the same file, but not the same underlying bug. 43656 changes annotations/runtime typing behavior with `__future__ annotations`, while 43842 specifically guards the `TypeAdapter` import for the no-pydantic case." } ] }, @@ -18290,8 +18373,8 @@ "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", "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:43997|pull_request:44073", @@ -18333,20 +18416,20 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "77c1aa58b857f30f4a68eeb7e12d5cfca1f67f334cc726cba4c14e9bec73409e", + "prepared_review_unit_hash": "ebffa838df7655e7d9375ac0253312fd20a48e4abdb1919ba8bff39e09a43f18", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, + "serialized_chars": 76939, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -18355,144 +18438,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors around standardized output tracing/capture_outputs. Only a few pairs look like true duplicates/iterations on the same code path (notably GPT-J/CodeGen and GPT-Neo); the rest are same-theme but different model implementations and should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": "No issue item is present; among the PRs, #44066 is the best anchor because it is explicit, broad, and clearly targets the GPT-J/CodeGen output-tracing refactor tied to #43979.", - "best_issue_reason": null, - "best_pr_reason": "#44066 is the clearest representative of the shared standardized output-tracing work and has the strongest scope/traceability among the PRs.", + "summary": "This cluster is an umbrella output-tracing refactor centered on issue #43979. Most PRs are model-specific implementations rather than duplicates, so the conservative default is rejection; only the GPT-J/CodeGen lineage looks plausibly mergeable as one concrete change set.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #43979 is the shared tracking umbrella that repeatedly anchors these output-tracing refactors, so it is the cleanest cluster-level issue representative.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the GPT-J/CodeGen lineage: it has the broadest same-file coverage in that thread and is the clearest concrete implementation of the shared refactor.", + "best_issue_reason": "Issue #43979 is the best global issue anchor because the cluster is organized around that single standardized-output initiative rather than around multiple independent bugs.", + "best_pr_reason": "PR #44722 is the best global PR representative because it most clearly captures the GPT-J/CodeGen refactor line and is the broadest same-code-path exemplar in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same refactor theme is not enough." + "reason": "Shared umbrella theme and issue target, but different model code paths and not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and forward paths; both touch output tracing, but not the same bug/change." + "reason": "Both are output-tracing refactors, but for different model implementations and different concrete fixes." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; 44085 looks like a narrower iteration of the broader 44066 refactor." + "accept": false, + "reason": "The packet marks this non-deterministic; same broad GPT-J theme, but not enough to treat as the same concrete PR change set." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet vs EfficientNet; same standardized-output effort, but not the same concrete code path." + "reason": "Shared issue target only; these are different model implementations and not the same bug or change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations; no shared code path." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete code paths despite similar refactor style." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models (GPT-J/CodeGen vs EfficientNet); only the refactor pattern matches." + "reason": "Same umbrella initiative, but GPT-J/CodeGen and EfficientNet are different model-specific refactors." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated model paths." + "reason": "Different model implementations; shared output-tracing migration is too broad to call them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; same topic, different underlying change." + "reason": "GPT-J/CodeGen and MGP-STR are separate model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate code paths." + "reason": "Different model code paths; the overlap is only the standardized output-tracing pattern." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model/file; 44068 is a near-duplicate iteration." + "accept": false, + "reason": "The packet marks this only soft-similar, and GPT-Neo versus GPT-J/CodeGen is not the same concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; related refactor family but different model code." + "reason": "GPT-J/CodeGen versus GPT-Neo are different implementations; similar refactor language is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete implementation change." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths, so this is not a true duplicate." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated code paths." + "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different concrete refactors." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same refactor style, different underlying code." + "reason": "Different model code paths; the shared output-tracing vocabulary is too broad." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model paths." + "reason": "GPT-Neo and ResNet are unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; no shared concrete bug/change." + "reason": "ResNet and MPT are separate model-specific output-tracing refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying code-path change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; same standardization theme, but not the same code path." + "reason": "GPT-Neo and Flaubert/XLM-style output tracing are different model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model changes." + "reason": "MPT and GPT-J/CodeGen are different concrete code paths." }, { - "left": "pull_request:44059", + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths." + "reason": "Different models; only the standardized refactor style overlaps." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; only the broad output-tracing theme overlaps." + "reason": "GPT2 and MGP-STR are separate implementations, not one duplicate change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated code paths." }, { "left": "pull_request:44098", @@ -18502,259 +18597,247 @@ }, { "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete output-tracing changes." + }, + { + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are unrelated implementations." + "reason": "GPT-Neo and MPT are separate refactors, not the same change." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet vs SegFormer; same issue family but distinct model code." + "reason": "Segformer and GPT-J/CodeGen are different model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are unrelated model paths." + "reason": "Segformer and LongT5 are not the same underlying bug or change." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and GPT-Neo do not share the same concrete bug/change." + "reason": "Different model code paths: Segformer versus VisualBert." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and LongT5 are unrelated implementations." + "reason": "VisualBert and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM are different code paths." + "reason": "TextNet and Flaubert/XLM are different code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model changes." + "reason": "MPNet and LongT5 are separate model changes." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPT do not fix the same concrete problem." + "reason": "RegNet and GPT-Neo are unrelated concrete changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model implementations." + "reason": "RegNet and LongT5 are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different code paths." + "reason": "MPT and SpeechT5 are different output-tracing implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and DeBERTaV2 are unrelated model changes." + "reason": "SqueezeBert and MPT are not the same bug or change." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "DeBERTaV2 and TextNet are different model families." + "reason": "SqueezeBert and VisualBert are different model-specific refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet vs Flaubert/XLM; same tracing style, not the same underlying change." + "reason": "Segformer and MPT are unrelated concrete changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "DeBERTa v2 and TextNet are different code paths." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model changes." + "reason": "FocalNet and ImageGPT are different model implementations." }, { - "left": "pull_request:44019", - "right": "pull_request:44161", + "left": "pull_request:44066", + "right": "pull_request:44129", "accept": false, - "reason": "ResNet and LongT5 are unrelated implementations." + "reason": "GPT-J/CodeGen and SpeechT5 are unrelated changes." }, { - "left": "pull_request:44073", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are different code paths." + "reason": "CVT/FNet and LongT5 are different refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "VisualBERT vs Flaubert/XLM; same theme only." + "reason": "CVT/FNet and Segformer are different model-specific changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet and GPT-Neo are unrelated model implementations." + "reason": "MPT and ImageGPT are different concrete code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and MPT are different code paths." + "reason": "RegNet and TextNet are unrelated model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and TextNet are unrelated models." + "reason": "RegNet and MPNet are different implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44101", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Flaubert/XLM are different code paths." + "reason": "RegNet and Segformer are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and ImageGPT are unrelated model implementations." + "reason": "RegNet and MPT are separate refactors." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo do not share the same concrete change." + "reason": "SqueezeBert and GPT-Neo are different model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet vs SegFormer; same high-level refactor idea, different code paths." + "reason": "RegNet and TextNet are unrelated model-specific refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "CVT/FNet and VisualBERT are unrelated model implementations." + "reason": "RegNet and MPNet are different implementations." }, { - "left": "pull_request:44066", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; not the same underlying fix." + "reason": "RegNet and Segformer are different model families." }, { - "left": "pull_request:44066", + "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are distinct code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are different model files and behaviors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo vs MGP-STR; same refactor pattern only." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated code paths." + "reason": "RegNet and MPT are separate refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-2 vs GPT-Neo; same family, but not the same concrete change." + "reason": "SqueezeBert and DeBERTa v2 are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing work; 44722 looks like a later refresh of the same change set." + "reason": "Same GPT-J/CodeGen output-tracing refactor line with the same file family; these could plausibly be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the same GPT-J output-tracing code path, and 44722 subsumes the narrower GPT-J refactor." + "reason": "Same GPT-J output-tracing change family and same file path; mergeable into a single PR in a strict duplicate sense." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPT-J and SpeechT5 are different model code paths, so shared tracing language is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs ResNet/RegNet/RT-DETR are different code paths." + "reason": "Shared issue target only; CVT/FNet and RegNet are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model changes." + "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different implementations." + "reason": "DeBERTa v2 and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and ViT are unrelated model code paths." + "reason": "DeBERTa v2 and VITS are different model-specific refactors." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models; same standardized-output theme does not make them duplicates." + "reason": "FocalNet and ImageGPT are different implementations; similarity is only at the refactor-pattern level." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: these PRs are mostly model-specific standardized output-tracing refactors, and the accepted soft pairs are limited to likely duplicate/iterative changes on the same concrete code path (GPT-J/CodeGen and GPT-Neo). The rejected pairs are conservatively framed as same-theme but different implementations, which matches the packet. " + "accept": false, + "feedback": "The cluster-level framing is mostly fine, but the soft-edge verdicts overstate evidence in a few places. In particular, the packet does not support accepting pull_request:44066 \u2194 pull_request:44085 as a duplicate-like pair: the packet marks that pair as deterministic_accept=false despite shared issue and shared GPT-J filename overlap. Likewise, pull_request:44018 \u2194 pull_request:44068 is only soft-similar in the packet and is also deterministic_accept=false, so calling it an accept is too strong. The summary\u2019s claim that the only clear duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair is therefore not grounded in the packet. Conservative rejection is warranted." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18785,20 +18868,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "2d7f3e0f0ca94c0ff1399f48d1b8903832f1eeb96f90cac5753aba4acdfc5fb2", + "prepared_review_unit_hash": "a479127be10983ace924e19103a9b0751d58d065c2d1b9f0aa5d398bcc6b8073", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13065, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -18807,42 +18890,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all refactor model-specific output tracing to use standardized capture/decorator helpers, but they apply to different models and code paths. They are similar in theme, not duplicates of the same concrete change.", - "confidence": 0.91, + "summary": "These PRs all move different model implementations toward the same standardized output-tracing framework, but they are model-specific refactors rather than duplicates of one another. The cluster is thematic, not a single underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest anchor because it has an explicit issue target, a larger and clearer change set, and a focused description of the standardized output-capture refactor for one model.", + "canonical_pr_reason": "PR 44073 is a good representative of the cluster\u2019s theme because it clearly shows the standardized output-tracing refactor pattern and touches the new decorator/wiring logic in one model, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best representative of the cluster\u2019s theme since it is explicitly tied to issue 43979 and clearly demonstrates the output-tracing refactor pattern.", + "best_pr_reason": "PR 44129 is the strongest standalone representative because it has an explicit issue target, a concrete model-specific output-tracing refactor, and clearer implementation scope than the smaller pattern-matching PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different implementation paths, so they are not the same underlying change." + "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different code paths; they are not the same change and would not plausibly be merged into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model migrations (MPNet vs VisualBert). Same refactor family, but not one mergeable duplicate change." + "reason": "MPNet and VisualBert have separate model implementations and separate tracing registrations; this is the same refactor pattern, not the same underlying bug or patch." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet have distinct model code paths; this is a shared refactor pattern, not the same bug or change." + "reason": "These are distinct model-specific migrations (MPNet vs TextNet) with different files and output-capture wiring, so they are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert each migrate output handling independently; they are related only by approach, not by a shared underlying fix." + "reason": "RegNet and SqueezeBert are unrelated model codepaths; the shared theme is only the standardized output-tracing migration." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 address different model implementations and different output-tracing details, so they should not be merged as duplicates." + "reason": "SqueezeBert and SpeechT5 each implement the tracing refactor in separate model stacks; the overlap is architectural, not a single mergeable fix." } ] }, @@ -18928,304 +19011,304 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "1eb181367b6a0caec9db04736816da327366000227f166e496149d7abd8ef43f", + "prepared_review_unit_hash": "86584200f380bb5be8c3e44a0570b9653382072e8d756104323e2d13a7e4433c", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43766, - "estimated_input_tokens": 10942, - "estimated_eval_tokens": 22140 + "serialized_chars": 43780, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43766, - "estimated_input_tokens": 10942, - "estimated_eval_tokens": 22140 + "serialized_chars": 43780, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of independent \"refactor output tracing\" PRs across different model implementations, plus one unrelated docs toctree edit. They share a pattern, but not the same underlying bug or mergeable change.", - "confidence": 0.78, + "summary": "This cluster is a collection of independent model-specific output-tracing refactors (plus one docs-only toctree change). The PRs share a naming pattern and utility imports, but they target different architectures and codepaths, so they should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44003 is the most representative single item: it has the broadest model-side tracing change, spans two related files, and includes the shared output-capturing plumbing rather than just a narrow wrapper tweak.", + "canonical_pr_reason": "PR 44003 is the most representative because it is a substantive tracing refactor spanning two related model files and introduces the output-capturing machinery itself, rather than only adjusting one wrapper.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 is the strongest global representative for this cluster because it captures the central tracing refactor pattern with the most substantial code changes.", + "best_pr_reason": "PR 44003 is the strongest single representative of the cluster\u2019s theme: it changes the tracing mechanism across model code and is broader than the one-file refactors or docs-only update.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; same refactor theme, but not the same concrete code-path change." + "reason": "Same tracing/refactor theme, but different model families and forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model implementations; similar tracing cleanup, not a single mergeable fix." + "reason": "Different architectures and model codepaths; only the refactor style matches." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model-specific refactors, not the same underlying bug/change." + "reason": "Different models and output flows; not the same concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Related tracing work, but these target different model code paths and are not duplicates." + "reason": "Different model families and implementations; too broad to treat as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; same pattern, not the same change." + "reason": "Unrelated model codepaths; shared output-tracing pattern is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths; similar output-tracing refactor only." + "reason": "Different model families and tracing implementations; not mergeable as one fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model-specific refactors, not one underlying fix." + "reason": "Same general refactor theme, but distinct model codepaths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different forward paths; not the same change." + "reason": "Different architectures and files; only the output-refactor pattern overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Both are tracing refactors, but on different encoder/decoder wrappers and code paths." + "reason": "Different models and forward signatures; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same refactor pattern, but distinct model implementations." + "reason": "Different model families and codepaths; too broad for duplicate triage." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; no shared concrete bug or patch." + "reason": "Different model architectures with separate forward logic; same utility pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate model refactors, not a duplicate change." + "reason": "Different model families and output handling paths." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and models; too broad to merge as one PR." + "reason": "Different architectures and codepaths; not the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models; same tracing refactor style only." + "reason": "Distinct model files and behaviors; only the refactor theme overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model implementations with similar output-tracing cleanup." + "reason": "Separate model implementations; not the same concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and forward logic; not the same fix." + "reason": "Different model codepaths and tracing logic." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific tracing refactors, not one underlying change." + "reason": "Different models and forward implementations; same pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; no single shared code-path bug." + "reason": "Different model families and output paths; no single shared bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "These are parallel refactors in different models, not duplicates." + "reason": "Different architectures and refactor scopes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; only the refactor theme matches." + "reason": "Different architectures and forward implementations; not the same codepath problem." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Codegen and Mamba are unrelated implementations; not the same fix." + "reason": "Different model families and output semantics; only the utility refactor overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; similar tracing cleanup only." + "reason": "Different architectures and codepaths; these are separate model refactors." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Distinct models with separate forward implementations." + "reason": "Separate model implementations; same refactor pattern is not enough." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Not the same underlying change; just another output-tracing refactor." + "reason": "Different models and forward logic; not a duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and different concrete implementations." + "reason": "Different architectures and codepaths; no shared concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different wrappers/models; similar tracing refactor, not one mergeable change." + "reason": "Different model families and forward paths; similar output-tracing cleanup only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate model-specific code paths." + "reason": "Different encoder-decoder wrappers and codepaths; not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; same theme only." + "reason": "Different architectures and output handling; same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different forward paths." + "reason": "Different model families and implementations; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model code paths; not duplicates." + "reason": "Distinct model codepaths and tracing behavior." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are encoder-decoder wrappers, but on different model stacks and not the same concrete fix." + "reason": "Different architectures and output capture sites; only the theme matches." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model implementations; no shared bug beyond the refactor pattern." + "reason": "Vision vs speech encoder-decoder wrappers are different codepaths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Separate model-specific tracing changes." + "reason": "Different model families and implementations; not the same bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model families." + "reason": "Separate model codepaths with similar tracing cleanup only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; similar refactor only." + "reason": "Different model architectures and forward methods." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Not the same underlying change, just the same tracing motif." + "reason": "Different model families and tracing logic; not one fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model wrappers with separate forward code." + "reason": "Distinct model codepaths; same pattern only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models and code paths; not duplicates." + "reason": "Different architectures and output tracing implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Separate model-specific refactors." + "reason": "Separate model codepaths and semantics; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; same theme only." + "reason": "Different model families and forward logic; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "Model code versus docs toctree cleanup; unrelated changes." + "reason": "One is a model-code refactor and the other is a docs-only toctree change; unrelated." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Docs-only navigation edit is unrelated to encoder-decoder tracing code." + "reason": "Model implementation versus docs-only change; not the same underlying work." }, { "left": "pull_request:44001", - "right": "pull_request:46106", + "right": "46106", "accept": false, - "reason": "Docs-only toctree change, not the same change as model refactoring." + "reason": "One is model code, the other is documentation structure; unrelated." }, { "left": "pull_request:44002", - "right": "pull_request:46106", + "right": "46106", "accept": false, - "reason": "Unrelated docs navigation cleanup versus model code refactor." + "reason": "Model refactor versus docs-only update; not a duplicate." }, { "left": "pull_request:43998", - "right": "pull_request:46106", + "right": "46106", "accept": false, - "reason": "Completely different scope: model tracing code versus docs toctree cleanup." + "reason": "Different artifact types and codepaths; docs change is unrelated to model tracing." } ] }, @@ -19258,7 +19341,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "8f6db561837b687e10f05d05d32f471e37f1a0b1f03a9856ca370771742cf5a5", + "prepared_review_unit_hash": "612399847798f9372f79782161be1674781c9c5b3fb537e644c7a98abda30ba9", "component_budget": { "node_count": 3, "item_count": 3, @@ -19280,30 +19363,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three artifacts are separate model-addition PRs for different models (PenguinVL, Deepseek-OCR-2, Voxtral TTS). They share broad Transformers integration files, but they do not fix or implement the same underlying model/code-path, so none should be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are three distinct model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They overlap in registry/docs boilerplate but implement different models, configs, processors, and tests, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR introduces a different model and related integration, so they are not duplicate changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No best PR as a duplicate representative. If forced to choose the most complete standalone implementation, PR 45075 is the most feature-rich, but it is still unrelated to the other two models.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL and Voxtral TTS are different model integrations with different architecture, files, and purposes; shared auto/docs wiring is too generic to indicate the same change." + "reason": "Different underlying changes: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared auto-registry/docs updates are generic boilerplate, not the same code-path fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and Deepseek-OCR-2 are distinct model-addition PRs touching different model codepaths; similarity is only at the framework-registration level." + "reason": "They add different model families with different architectures and files. Similar framework registration edits do not make them the same change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Deepseek-OCR-2 and Voxtral TTS implement different models and converters/processors; they are not the same bug or change and would not plausibly merge into one PR." + "reason": "DeepSeek-OCR-2 OCR/vision model support and Voxtral TTS support address unrelated functionality and cannot plausibly be merged as one duplicate PR." } ] }, @@ -19333,7 +19416,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "7e88d5f31f67236a10c4011d0c86c4ec40af65b76e15fb02a70f766f4258ac38", + "prepared_review_unit_hash": "bb2ae2ab53104d9f483aad9758e3b1426b4618da1034f22d15897bf35a724e21", "component_budget": { "node_count": 2, "item_count": 2, @@ -19355,18 +19438,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in theme but not duplicates: #44979 introduces a generic Module Fusion API, while #45363 builds a specific n-to-1 kernel fusion feature on top of KernelConfig and integration hooks. They should stay separate.", - "confidence": 0.91, + "summary": "These are related in theme (module/kernel fusion) but they target different implementations and code paths: PR #44979 adds a new generic module fusion API, while PR #45363 adds KernelConfig-based n-to-1 kernel fusion plumbing and an example. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more foundational change: it adds the reusable module-fusion API and test coverage, which the later kernel-fusion work appears to build on rather than duplicate.", + "canonical_pr_reason": "No canonical PR: the PRs address different fusion mechanisms and different implementation surfaces, so they are not the same change.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the most user-facing and complete feature PR, but it is still a distinct follow-on change rather than a duplicate of the API introduction.", + "best_pr_reason": "PR #44979 is the better representative artifact because it introduces the foundational module-fusion API and tests, which is broader and more central than the usage-oriented KernelConfig integration in #45363.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share a broad fusion concept, but one adds a generic Module Fusion API and the other implements a specific n-to-1 KernelConfig fusion path. Different code paths, different goals, and not something that would plausibly be merged into a single duplicate PR." + "reason": "Reject: they share the general fusion theme, but #44979 adds a new Module Fusion API in src/transformers/module_fusion.py, whereas #45363 wires up n-to-1 kernel fusion via KernelConfig and integrations. Different concrete behavior and not plausibly one merged PR." } ] }, @@ -19396,7 +19479,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "354998e39faf5ca92ef0ae98b2916b6ea5a5484eda77f161b6576bb024138ce0", + "prepared_review_unit_hash": "e074ef31909412f376ffff908a29e4e067853e50334b1b0f219cf700b06c796f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19418,18 +19501,18 @@ "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`; the later PR adds tests and is the more complete representative.", + "summary": "Two PRs address the same Mistral regex patch AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second adds test coverage and is the more complete duplicate candidate.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it targets the same bug fix as 45086, is later and more developed, and includes test coverage for the fix.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same code path as #45086 but also adds a test file, making it the more complete and merge-ready change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall representative since it fixes the same concrete code-path bug and includes the supporting test change.", + "best_pr_reason": "PR #45317 is the best overall representative of the cluster: same fix, same target issue, and broader validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in `_patch_mistral_regex`, same code change in `src/transformers/tokenization_utils_tokenizers.py`, same explicit issue target, and the later PR appears to be a superset with tests." + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same shared file and issue target, and the diffs show the same code change with #45317 adding tests." } ] }, @@ -19459,7 +19542,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c46ce69020134ff46cafd135a19d5acc2476ba989cdbb5fdb1f8e3b405aa9c5b", + "prepared_review_unit_hash": "fd4afb49688fd82099405882a7fe3af2a1d694a5732328ca8b6534ff6618d768", "component_budget": { "node_count": 2, "item_count": 2, @@ -19481,18 +19564,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related NemotronH PRs, but they target different change sets: one is an inheritance/refactor and conversion-mapping update, the other is a broader feature split adding NemotronHDense/NemotronHSparse plus docs and tests. They overlap on shared NemotronH files, but they are not the same underlying change.", - "confidence": 0.84, + "summary": "Both PRs touch NemotronH internals, but they are not the same change: one is a conversion/inheritance refactor, the other introduces separate NemotronHDense/NemotronHSparse model support with docs and tests.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better representative for the cluster because it is the broader, more user-facing NemotronH family change, covering the dense/sparse model split, auto-mapping, docs, and tests. PR #45115 is a narrower refactor/conversion-mapping step.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete user-facing implementation: it adds the dense/sparse model split, updates auto-mapping/docs, and includes tests. PR #45115 is a narrower conversion/refactor step.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest single PR to keep as the cluster\u2019s anchor: it contains the larger functional expansion and the surrounding docs/test/model registration work, whereas #45115 is a narrower internal refactor.", + "best_pr_reason": "PR #45569 is the strongest representative of the cluster since it encompasses the major functional change and supporting documentation/test updates, whereas #45115 is mainly a lower-level structural refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: these are related NemotronH efforts, but not the same concrete bug/change. #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adding conversion mappings; #45569 adds separate NemotronHDense/NemotronHSparse implementations, docs, auto-mappings, and tests. They could not plausibly be merged as one duplicate PR." + "reason": "Related NemotronH work, but the diffs target different concrete changes: #45115 focuses on conversion mapping and inheritance refactoring, while #45569 adds separate NemotronHDense/NemotronHSparse implementations plus docs/tests. They do not look mergeable into one single PR without conflating distinct changes." } ] }, @@ -19522,7 +19605,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "6a43dac3520b07889d42ed9abbb7c865f5066c8b18b15c9a3b2dfd976410414c", + "prepared_review_unit_hash": "cfb90f8c348006b0fed8a2a3a0c57ecdd9088bd4d71c8f059d90184fcd1923c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19544,18 +19627,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs, but not duplicates: one adds heterogeneous per-layer config support, the other builds on it to add heterogeneous modeling behavior. They share infrastructure files, yet they target different levels of the stack and would not realistically be merged as a single fix/change without collapsing two separate PR scopes.", - "confidence": 0.91, + "summary": "The two PRs are related pieces of a larger heterogeneous-model effort, but they are not the same change: one adds heterogeneous config support, the other adds broader per-layer modeling/cache support. I would not collapse them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change and the more representative artifact for the cluster because it covers the end-to-end heterogeneous model support, including modeling and cache/masking integration, rather than only the config layer.", + "canonical_pr_reason": "PR #45332 is the better canonical PR because it is the broader umbrella change and includes the modeling/runtime side in addition to config handling; #45333 is narrower and looks like a prerequisite or companion piece rather than the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it spans the full feature area and is the more complete user-facing change; PR #45333 is a prerequisite/config-only slice.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because its scope is wider and it touches the main heterogeneous-model code paths, whereas #45333 is mostly the config infrastructure piece.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct changes: #45333 introduces heterogeneous per-layer configuration plumbing, while #45332 implements heterogeneous modeling behavior using that foundation. They do not fix the same concrete bug and should not be treated as duplicates." + "reason": "Related but distinct: #45333 focuses on per-layer heterogeneous config support, while #45332 adds heterogeneous model/runtime support (cache/modeling changes). They share files and a theme, but they are not the same concrete code-path change and would not plausibly be merged as one PR without broadening scope." } ] }, @@ -19585,7 +19668,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "ba50a6e1f2d6ad8783825c504310c3419773aa468eb3e7c2f17e3656a3863e3e", + "prepared_review_unit_hash": "28d710144d579959c9671aaccc90728c87b14cab7374c7708f1d79e1bfd60cb5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19607,18 +19690,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different scopes: one is a broad repo-wide type-checking pass, while the other is a targeted typing fix for specific model/PEFT utility paths. I would not treat them as duplicates.", - "confidence": 0.88, + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repository-wide type-checking pass, while #45425 adds specific typing protocols and related modeling utils plumbing. The overlap in a few files is not enough to treat them as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR should be treated as canonical for a duplicate pair here; the two changes are distinct in scope and intent.", + "canonical_pr_reason": "#45425 is the more focused, self-contained typing change; #45415 is a much broader sweep across many files and a different scope of work.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the broader, more representative type-checking sweep across many `src/transformers/*.py` files and the type-check config, so it is the better cluster representative.", + "best_pr_reason": "#45425 is the better representative for the cluster because it targets a concrete typing refactor, whereas #45415 is a large generalized type-checking cleanup that is less canonical for a single underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different change sets: #45415 is a wide type-checking pass across many files plus `pyproject.toml`, while #45425 adds typing helpers/protocols for modeling_utils/PEFT-related code paths. They are related by theme but not the same underlying fix and would not plausibly be merged as one PR." + "reason": "They both touch typing infrastructure, but #45415 is a broad type-checking cleanup across many modules and #45425 is a focused protocol/typing update around modeling_utils and PEFT-like types; not the same concrete bug or change." } ] }, @@ -19648,7 +19731,7 @@ "soft_pairs": [ "pull_request:45487|pull_request:46101" ], - "prepared_review_unit_hash": "fea5bc135c6147deb9237924ff1e3db5241cf7029f9232e11e3b4ac1ee4963f5", + "prepared_review_unit_hash": "e20be8453190b5463ea0385de3aa95f8c0729e7f41dab04a18c7271c8f6129db", "component_budget": { "node_count": 2, "item_count": 2, @@ -19670,18 +19753,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both device-placement / model-parallel fixes, but they target different models and different code paths (AltCLIP/ChineseCLIP vs Qwen2-Audio). They are not the same underlying bug and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "Both pull requests fix device-placement issues in model-specific forward helpers, but they target different models and different code paths, so they are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45487 is the better canonical PR because it addresses the more general model-parallel/device-mismatch bug across multiple text/vision models, includes code and test updates, and has clearer evidence of the underlying failure mode.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the stronger standalone candidate: it fixes a concrete model-parallel device mismatch in AltCLIP/ChineseCLIP with clear code changes and tests, while PR 46101 is a narrower Qwen2-Audio tensor-device fix. They are separate fixes rather than duplicates.", + "best_pr_reason": "PR #45487 is the best representative artifact for this cluster since it has broader scope and clearer fixes than the smaller Qwen2 Audio patch.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Different models and different failing paths: AltCLIP/ChineseCLIP token-type id handling versus Qwen2-Audio audio mask construction. Same broad theme, but not the same bug or one PR candidate." + "reason": "Both are device-placement fixes, but #45487 fixes token_type_ids handling for AltCLIP/ChineseCLIP-family model parallelism, while #46101 fixes audio feature masking in Qwen2 Audio. Different models and different concrete bugs, so they should not be merged as duplicates." } ] }, @@ -19713,12 +19796,12 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "bb2192f124791c8a861558dbc31246ded008b2ea2da7ac4faf9da43b346c3287", + "prepared_review_unit_hash": "ff6972b3fe9ad69f22487a92c96f6658e55fbf466e4d4019650c9087730ba794", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7427, + "serialized_chars": 7426, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -19726,7 +19809,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7427, + "serialized_chars": 7426, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -19735,34 +19818,31 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains one unrelated PR (Qwen3.5 GDN linear-attention cache fix) and one true duplicate pair for Mamba2 cache handling with seq_len > 1. The two Mamba2 PRs address the same underlying bug in the same code path and should be merged as duplicates; the Qwen3.5 PR should remain separate.", - "confidence": 0.96, + "summary": "PR 46098 is the broadest and most complete fix for Mamba2 cache handling with seq_len > 1. PR 46084 appears to cover a narrower GPU-path variant of the same symptom, but it is not clearly the same exact change; PR 45513 is a separate multi-token cached-forward bug in different model families and should not be merged with Mamba2 fixes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46098 is the best canonical representative: it directly targets the Mamba2 use_cache seq_len>1 bug, explicitly links the tracking issue, and appears to include the most complete fix/tests/documentation for that code path.", + "canonical_pr_reason": "PR 46098 is the best canonical PR because it addresses the Mamba2 use_cache seq_len > 1 bug more comprehensively, including both CPU and GPU paths plus tests/docs, while still targeting the same concrete failure mode.", "best_issue_reason": null, - "best_pr_reason": "PR #46098 is the strongest overall representative of the Mamba2 fix because it is the most explicit and complete change for the shared cache-sequence-length bug; PR #46084 is a narrower code-only variant of the same fix.", + "best_pr_reason": "PR 46098 is the strongest representative for this cluster: it has the clearest title, explicit issue target, and the most complete fix scope for the Mamba2 cached-forward bug.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different mechanisms: Qwen3.5 GDN linear attention vs. Mamba2 mixer cache handling. Similar high-level theme, but not the same underlying bug or mergeable change." + "reason": "Both involve cached multi-token forward behavior, but they are for different model families and different code paths. The similarity is too broad to treat as the same underlying bug or a single mergeable PR." }, { "left": "pull_request:46084", "right": "pull_request:46098", - "accept": true, - "reason": "Both PRs fix the same Mamba2 use_cache bug for seq_len > 1 in the same model code path. The later PR is a broader version of the same concrete change, so they are duplicates." + "accept": false, + "reason": "They share the same issue target and symptom, but 46084 appears to fix a narrower GPU-path case while 46098 explicitly expands to CPU and GPU paths and includes docs. Related, but not clearly the same exact change set to merge as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet. PR 45513 is clearly a different model and bug path from the Mamba2 changes, so rejecting that pairing is conservative. PRs 46084 and 46098 share the same issue target (46032), the same Mamba2 files, and the same seq_len>1 cache bug, so treating them as mergeable duplicate variants is reasonable. No overstatement stands out." - }, - "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 }, @@ -19785,7 +19865,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9bfdb608b38f1c0eb7519701dc0ee4acd9220f8b29178fd14fc9ddbe6ff90d6d", + "prepared_review_unit_hash": "b77f957b4af55462c4f604eda8f6ed4e788040074e73c8b9057fe98486fbe316", "component_budget": { "node_count": 2, "item_count": 2, @@ -19807,18 +19887,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to expert-parallel loading, but they fix different bugs in different code paths: one is about preserving distributed_config/EP detection during Accelerate + ZeRO-3 loading, the other about preventing expert weights from being overwritten during FSDP2/broadcast handling.", - "confidence": 0.95, + "summary": "Both PRs are about expert-parallel (EP) model loading, but they fix different concrete failures: 45548 targets Accelerate/DeepSpeed ZeRO-3 loading and config serialization, while 45662 fixes FSDP2 rank-0 broadcast overwriting expert parameters. They are related, but not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it fixes the more direct parameter-loading correctness bug in the expert-parallel path; PR #45548 is narrower plumbing around config serialization and EP detection.", + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it addresses a concrete EP parameter corruption bug in the loading/sharding path, with a clearer failure mode and broader code-path coverage than the more plumbing-focused 45548.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone representative of the cluster\u2019s theme because its diff targets the concrete expert-weight overwrite/loading behavior across the distributed loading stack.", + "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific, user-visible expert overwrite issue and touches the loading pipeline directly, making it the most useful representative of the EP bug set.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Do not merge: they address different failures. #45548 preserves distributed_config and adds has_ep for Accelerate/ZeRO-3 loading, while #45662 wraps loaded params post-shard to stop expert tensors being overwritten under FSDP2/broadcast. Same broad EP area, but not the same underlying bug or change." + "reason": "Different underlying bugs and merge scopes: 45548 is about preserving distributed_config/has_ep for Accelerate+ZeRO-3 loading, while 45662 prevents expert tensors from being overwritten after post-shard wrapping under FSDP2. Same broad subsystem, not the same change." } ] }, @@ -19848,7 +19928,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "ae0fa9d5904b05edf26ce39e6f62034473f866f4b500d049df3cec14eb66b082", + "prepared_review_unit_hash": "01c1a5c4eaa11ee825b0f7dcf3379fda378b5fb4eeb64ed19cdbb4df153ffdb2", "component_budget": { "node_count": 2, "item_count": 2, @@ -19870,18 +19950,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision in testing debug logs; 45645 is the broader fix and subsumes the narrower 45639 change.", - "confidence": 0.93, + "summary": "Both PRs address the same captured_info xdist-collision problem in testing_utils; 45645 is the more complete change because it also updates the CI log collection path to handle multiple worker-specific files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete implementation of the captured_info xdist fix: it includes the testing_utils change from 45639 and also updates CI/reporting to read multiple worker-specific artifacts instead of a single file.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file isolation in `src/transformers/testing_utils.py` and also updates downstream CI/reporting code to consume the new per-worker artifact layout.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it addresses the full concrete workflow/code-path problem, not just the library-side file naming change.", + "best_pr_reason": "PR 45645 is the strongest overall representative of the fix: it addresses the underlying collision bug and the artifact-collection fallout in one change set, making it the most complete standalone resolution.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist collision for captured_info output; 45639 is effectively a subset of 45645\u2019s broader end-to-end solution." + "reason": "Both PRs fix the same underlying bug: unsafe shared `captured_info.txt` writes under pytest-xdist. 45645 expands the same fix to CI handling of the new files, so they are plausibly one combined change." } ] }, @@ -19977,12 +20057,12 @@ "soft_pairs": [ "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "9c8e4be742a744f40aa855a0917a7a9794e5f253ac9a27b6e33e5ce3d28b5c02", + "prepared_review_unit_hash": "beb2f00b475a187f146aae19a1a03322fb51b3b8e9c12c1fdedd48dd7971a016", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4394, + "serialized_chars": 4393, "estimated_input_tokens": 1099, "estimated_eval_tokens": 2454 }, @@ -19990,7 +20070,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4394, + "serialized_chars": 4393, "estimated_input_tokens": 1099, "estimated_eval_tokens": 2454 }, @@ -19999,18 +20079,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated model-specific PRs that both add attention-dispatch support, but for different architectures (ShieldGemma2 vs CTRL). They are not duplicates or mergeable into one PR.", - "confidence": 0.97, + "summary": "These are two separate model-specific PRs adding attention dispatch support to different codepaths (ShieldGemma2 vs CTRL). They share a broad theme and doc badge updates, but not the same underlying bug or mergeable change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "[ShieldGemma2] Support attn_implementation dispatch is the more substantial and representative change, with broader edits across model code, tests, and docs.", + "canonical_pr_reason": "No single canonical PR fits both items because they target different model implementations and different files, so they should remain separate triage entries.", "best_issue_reason": null, - "best_pr_reason": "[ShieldGemma2] Support attn_implementation dispatch is the best overall representative of the cluster because it is more complete and better evidenced by tests/docs, while still being clearly distinct from the CTRL PR.", + "best_pr_reason": "PR #46073 is a clean, narrowly scoped model-specific change with minimal diff and no competing issue linkage; however, it is not a global canonical choice over #46069, just a reasonable representative of this cluster's theme.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both PRs add attention implementation dispatch, but they target different model families and separate code paths (ShieldGemma2 vs CTRL). They are related only at the pattern level, not the underlying bug/change, so they should not be merged as duplicates." + "reason": "Both PRs are about enabling attn_implementation dispatch, but they affect different models and different codepaths, so they are not the same underlying change and should not be merged as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 0cb0896e84d0c5f9e4598458ffbceab0742aea58..b7b7b7d0eae80e1f86ead8044c3d7db98cc74ea3 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260520t180026z", + "analysis_id": "hybrid-model-20260521t000027z", "archived_artifacts": { - "hybrid": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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issue #46032 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46100-2", + "canonical_pr_number": 46100, + "duplicate_pr_numbers": [ + 46114 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46100-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..85ac0ab603f93485f61eb4df80ff7d02f027606b --- /dev/null +++ b/snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20105 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260521T000027Z", + "generated_at": "2026-05-21T00:09:58Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43854|issue:43866", + "issue:41093|issue:43638" + ], + "prepared_review_unit_hash": "a3eeb8ada8644032887c645901ae2f9457b585b34cbde5615e9c3b05b67199cc", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 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The rest are unrelated or only loosely similar.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45920 is the best representative issue: it states the broadest form of the tokenizer regression, subsuming the Granite-only report and matching the cross-model v5 token-ID breakage family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the widest scope and clearest user impact among the true duplicate candidates, so it is the strongest canonical issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: a missing config attribute in Qwen3.5 vs a chat/streaming inference API crash." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and backends: GPT-OSS on AMD GPUs vs an MPS histogram op limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths: Mistral-3 image preprocessor/model dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device problems, but for different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD backend failure and GraniteMoEHybrid invalid-method error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and failures: Qwen3 NVFP4 runtime vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective-mismatch training bug vs ModernBERT ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT export problem and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure and Qwen3 auto-device-map cuda assert are different code paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA runtime crash vs outdated RAG documentation are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5 removals, but they cover different removed topics and different pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Model export issue vs GenerationMixin import break; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch during loading vs Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index-related errors, but one is ZeRO-3 Bert initialization and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and model paths; not the same underlying issue." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and subsystems: mask indexing error vs TRL SFT embedding unpacking failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3, but the concrete failures differ: collective mismatch vs Bert index-0 out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/Bert index-0-out-of-bounds failure during model init/training; these look like duplicate reports of the same bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor parallel issues are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save/reload mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and LoRA merge consistency issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is different from the mask-shape indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-shape error and ZeRO-3 collective mismatch are different concrete failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/offload bug; one report hits forward compatibility, the other hits inv_freq materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs changes tied to v5 removals, but they concern different removed items and are not the same change." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and error modes: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM missing-config error and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different forward-pass issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failures are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and mechanisms: Mistral-3 image dtype mismatch vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram limitation are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and TRL SFT embedding unpacking are different problems." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index error share the backend but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Documentation removals for different v5-deprecated features are not the same issue." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3TextConfig missing attribute under vLLM and Qwen3 auto-device-map cuda assert are different failures." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model-load test failure and checkpoint corruption are different root causes." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader cross-model report and 45812 is a Granite-specific manifestation." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM unit-test load failure and NemotronH checkpoint loading are different model-specific issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46015", + "accept": false, + "reason": "Autocast dtype mismatch and outdated docs are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch and Bert ZeRO-3 index error are different failures." + }, + { + "left": "issue:44805", + "right": "issue:46015", + "accept": false, + "reason": "Mask shape mismatch runtime bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG docs are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46015", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and outdated RAG docs are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46015", + "accept": false, + "reason": "Autocast dtype mismatch and outdated docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is supported by the packet, and the three accepted soft-edge families are conservatively stated. I didn\u2019t see any overclaiming that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "4936bd8c98f8ed01108cfa943c26888e01b1029991f0386aa9898fc646a11ec1", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39061, + "estimated_input_tokens": 9766, + "estimated_eval_tokens": 19788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of mostly unrelated Transformers issues across different models, runtimes, and error modes. None of the soft pairs look like true duplicates, so no merge candidates are strong.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45070 is the broadest regression-style report in the set, so it is the best anchor if one must choose a representative issue; however, it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45070 is the most general, framework-level failure among the issues, making it the best overall representative for this heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they are different models and different failure surfaces (Gemma3/vLLM config attribute vs Qwen3-MoE sliding_window handling)." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated subsystems and error paths." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a Torch version compatibility complaint, the other is a PretrainedConfig/pydantic regression; same release family but not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are compatibility/loading problems, but one is DeepSpeed ZeRO-3 with BertModel and the other is a torch/transformers version mismatch; not the same concrete defect." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization for DeepSeek Coder and a table QA crash are unrelated model/task failures." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper cannot run and a v5.4.0 config-field regression are different code paths and symptoms." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference on Qwen3.5-0.8B may share a model family, but the failure modes are different enough that they do not look like the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45901", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model construction issue, while table QA crashes in a separate task flow." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute failure and Gemma4 device mismatch are distinct bugs in different model generations." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same underlying problem." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure on Qwen3.5-0.8B and an MPS histogram Int error in moe code are unrelated runtime paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing on Mixtral float32 and an MPS moe histogram error are different execution environments and errors." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype/runtime behavior, but Mixtral tracing failures and Phi-tiny-MoE autocast mismatch are different concrete bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-compilation TypeError are separate components and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation and a Gemma3 sliding-window attribute error are unrelated API regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device_map mismatch are different bugs, even though both are version-related." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError reports, but one is a mask length mismatch and the other is a zero-sized tensor access during Gemma3 loading; not the same root cause." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different feature gaps and code paths." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig regression are different config issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing errors and GPT-OSS MoE TP-only issues are not the same failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM due to higher CUDA reserved memory and tied-weights translation model regressions are different problems." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming API failure are different symptoms and paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights unexpected argument and PretrainedConfig pydantic breakage are distinct initialization vs config serialization issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and chat/completions streaming failure are unrelated feature/runtime issues." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are both broad regressions but not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and v5.4.0 pydantic config breakage are different issue classes." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral torch dynamo tracing and missing Float8 storage are unrelated runtime/back-end failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and DeepSpeed ZeRO-3 zero-sized index access are both indexing errors, but not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality degradation and Siglip2 nonsensical results with AutoModel/pipeline are related models but different reported defects." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers incompatibility are unrelated environment issues." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping in from_config and Qwen3.5 Moe rotary embedding uninitialized memory are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking in TRL SFT trainer are distinct model/integration bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality failure and Qwen3.5 embedding unpacking in TRL are unrelated training bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern model loading/saving and custom code, but one is a cache-path collision for local leaf names and the other is loading the wrong custom module after save_pretrained; not the same concrete defect." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights issues are similar in theme but not the same model or code path." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization in v5 and flash-attn2 fallback blocking are unrelated regressions." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model-specific evaluation/load problems." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention error on Qwen3.5 models and tied-weights translation regressions are unrelated subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn2 fallback gating are separate quantization vs backend-selection 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": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43824", + "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:45005", + "issue:45020", + "issue:45237", + "issue:45507", + "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:44292|issue:45507", + "issue:43950|issue:44534", + "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:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43054|issue:43493", + "issue:43643|issue:45020", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "ad4d1df7ac8ba7a05adc15f0fab17c7d5c375cebb525d441360d20b464df7354", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set contains several unrelated issue families. The only clear duplicates are the non-persistent buffer regression reports, plus a likely remote_code/config-loading regression pair. Most other soft pairs are broad subsystem similarities but not the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest umbrella report: it precisely states the non-persistent-buffer regression in v5 and is broad enough to cover the related follow-ups.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue overall because it is concrete, well-scoped, and directly matches multiple related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different problems: DSA indexer behavior vs docs mentioning a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Both touch quantization/weights, but the titles point to different failures and code paths." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure is unrelated to tied-weights behavior." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to the run-command documentation regression." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL is a different issue from GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and NVFP4 runtime errors are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared code-path evidence; these are unrelated model/runtime failures." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: v5 mishandles non-persistent buffers and fills them with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs errors and worse text embeddings are not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing config fields from trust_remote_code is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: autocast dtype mismatch vs Qwen3.5 position_ids/flash-attn crash." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer signature mismatch and DeepSpeed loading index error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Importing a symbol and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and generic loading noise are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same regression family: both describe non-persistent buffer corruption/uninitialized contents after loading or materialization." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes Int8Params incompatibility and missing Float8 storage are different quantization/runtime issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected probabilities and lower-quality SigLIP2 embeddings are too different to treat as duplicates." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error handling is unrelated to missing all_tied_weights_keys." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is a flash-attention crash and the other is CPU-offload incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Embedding quality regression is not the same as a tokenization-version change." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states handling is unrelated to buffer initialization corruption." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer loading error and glm-4v-9b loading failure are different model-specific issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 memory OOM are separate memory-related problems, not one bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise and a specific model load failure are not the same underlying issue." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 embedding quality and HF-vs-JAX discrepancy may be related conceptually, but the concrete failures are different." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "Likely same remote_code/config-loading regression: trust_remote_code handling returns incomplete config objects and broader recent versions break remote_code models." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU model execution failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading complaints, but there is no evidence they share the same root cause." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are distinct training-memory issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int error in MoE and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Model loading failure and missing weight-tying metadata are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2.5 VL class and bitsandbytes Int8Params incompatibility are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Accept. The summary stays grounded in the packet and does not overclaim. The accepted soft pairs are phrased conservatively as likely/same-family regressions, and the rejected pairs generally avoid conflating distinct bug reports from similar subsystems." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43782", + "issue:43792", + "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:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "248c109fe133cd4298fab289f6c2c1002c419380dc77ae4242e86ca24ad7e8e7", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "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 (tokenizers, remote_code loading, DeepSpeed, vision/video, docs). A few pairs are near-duplicates, but most are only loosely similar and should not be merged.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #45020 is the broadest representative of the cluster\u2019s main theme: recent v5 regressions that break model loading for remote/custom-model workflows. It\u2019s still not a perfect umbrella, but it is more central than the narrower model-specific or docs-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue to anchor the cluster because it captures the most general and recurring failure mode among these reports: loading regressions introduced by newer Transformers versions. The rest are mostly narrower variants or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for one model vs flash-attention fallback gating; different code paths and symptoms." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regression vs Gemma4 PLE device-map mismatch; unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen fine-tuning, but one is a LoRA/hf4.x compatibility failure and the other is a warning about tied embeddings; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping helper failure vs remote_code loading breakage; same broad area, but not the same underlying issue." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs a Gemma4 device placement bug; different model/runtime problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs flash-attention fallback checks; unrelated components." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error vs a GLM5 issue; different models and failure modes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing removed pipeline tasks after the v5 pipeline removals; same documentation cleanup." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code regression vs Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; different root cause." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error while loading vs flash-attn fallback blocking; no shared code path." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained; different serialization/model-init bugs." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error with non-pretrained Bert vs Gemma4 device mismatch; not the same problem." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure is a model/config-specific issue, not the remote_code loading regression in #45020." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to Whisper audio feature extraction failing in the same preprocessing path (`_torch_extract_fbank_features`); plausible single fix." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs a corrupted Ovis2 checkpoint; unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility causing TypeError during model init/loading, just surfaced through different wrappers." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FP8/Qwen3 MoE failure vs bitsandbytes init-arg incompatibility; different mechanisms." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 language_model load failure; same broad area, but not enough to call it the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer-related, but one is an error-message problem for Voxtral and the other is a real tokenizer load failure for a different model." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure vs NemotronH checkpoint incompatibility; different model implementations." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA vs missing `supports_gradient_checkpointing` on a trust_remote_code variant; related theme, but distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer API break (`num_items_in_batch`) vs tensor mask shape mismatch; unrelated errors." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback vs flash-attention crash on `s_aux=None`; different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed-ish training behavior, but one is missing Qwen3 MoE weight conversion and the other is GAS gradient averaging; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility vs CLIPTokenizer max_length default; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both show a mask/tensor shape mismatch, but the titles indicate separate occurrences and no shared concrete root cause." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are Qwen video-input regressions in v5.3.0-era code paths; `StopIteration` fits the same broken video preprocessing family." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different tokenizers/models and different symptoms." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `weight must be 2-D` vs void segmentation-map preprocessing; completely different subsystems." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch; no shared bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling bug vs uninitialized `inv_freq` after `to_empty(cuda)`; different state/materialization issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative about the soft edges. The accepted pairs all look plausibly mergeable as single fixes or cleanup PRs, and the rejected pairs are generally cautious rather than overstated. No obvious evidence inflation." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "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:44155|issue:45584", + "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:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "ede5952b5155d0cc94ddbc303c183f70587780f81d447d3cf780c4ff3e8008b9", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37193, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of Transformers 5.x regressions and model-specific loading/inference bugs. Only a few pairs look like true duplicates or the same concrete code-path regression; most are just thematically similar.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43644 is the clearest concrete regression in the set and has an exact duplicate (issue:44534); it is a strong representative for the v5 initialization/buffer-corruption subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best issue to keep because it is specific, reproducible, and directly duplicated, whereas many of the other items are broader or only loosely related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 attention-state bug and the other is a device_map/forward device mismatch; different failure modes." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different bugs: GGUF/gpt-oss support versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-OCR index handling." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both involve attention/compilation issues, but the model, trigger, and code path are different." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom model initialization regression; the notebook context is just a symptom/environment detail." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different pipeline paths; one is video embedding StopIteration, the other is TRL SFT unpacking failure." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 loading and torch.device(\"meta\") loading failures are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import failure for a missing class is not the same as meta-device loading breakage." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to GGUF/gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3-MoE FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping logic and Gemma4 forward-device mismatch are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 model producing nonsensical/zero outputs, likely the same underlying preprocessing/model bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure signatures and different model families; only a broad shape of inference bug is shared." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT initialization and add-new-model-like/tokenizer mapping logic are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both mention BERT-related loading, but one is ZeRO-3 empty tensor indexing and the other is tokenizer-mapping registration logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping registration is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both describe config-loading failures caused by stricter config validation; this looks like the same underlying regression class." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized device_map loading and Strix Halo mmap/OOM are different memory/loading issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero probabilities and SigLIP2 doc-example mismatches/quantization errors are not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 is too vague to equate with a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 subsystems: ZeRO-3 language_model loading versus save_pretrained visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but there is not enough evidence they share the same concrete root cause." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and FineGrainedFP8Config failures are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer corruption regression, with only the title wording changed." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint-resume step calculation and SGD optimizer args being ignored are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/Qwen3-MoE compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3-MoE FP8 loading and mmap/OOM on Strix Halo are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different loading errors: unit-test load issue versus weight-shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably conservative given the titles. The chosen canonical issue (43644/44534) is well supported as the clearest duplicate pair 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": 6, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "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: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", + "issue:46050" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "f87477eab5b60dbf96446948a76ce25959e23c73f820769637d697a2abc7f770", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36592, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "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. The only clear duplicate-like pocket is around `resize_token_embeddings` not propagating to nested/output embeddings in composite models; most other soft links are thematic false positives.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45276 is the best local canonical anchor because it sits in the strongest duplicate family here: multiple reports of `resize_token_embeddings` failing to update nested/output embeddings across related model classes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the best overall issue to represent the cluster because it is the clearest, most general instance of the only tight duplicate set, whereas the rest of the items are largely unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different failure modes and likely different code paths: DeepSeek byte-level pre-tokenizer override vs Granite token ID corruption." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a broken documentation example/quantization failure and the other is bad AutoModel/pipeline results; not enough evidence of one underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Both involve model loading on Qwen/GLM-like stacks, but the symptoms and models are unrelated (MoE offload/conversion vs unit-test load mismatch)." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Quantization/offloading are broad shared themes, but these are different problems: MoE training memory usage vs offloading behavior under quantization." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different concrete failures: LoRA checkpoint compatibility on qwen3_moe vs a weight-shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but one is training-memory inefficiency and the other is int4 reserved-memory/OOM behavior; likely separate fixes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is about junk-filled buffers and the other is Jupyter/custom-model initialization; different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the concrete bugs differ: packed-sequence position_ids misinterpretation vs `s_aux=None` AttributeError on sink-less models." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "The overlap is only broad save/load or model plumbing; the actual bugs are different and model-specific." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures in v5, but they affect different models and likely different tokenizer edge cases." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Both are chat/serving crashes on newer Qwen/Gemma-style models, but the reported failures and code paths are distinct." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "These are unrelated import vs Whisper pipeline issues; no shared underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report `resize_token_embeddings` not propagating to nested output/input embeddings in composite model classes; this looks like the same underlying resize bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is about extra_state in save/load, the other about an unexpected `_is_hf_initialized` arg with `init_empty_weights`; different failure surfaces." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head` weights, but they affect different model classes and there is no evidence they share the same code path or fix." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "A generic Torch 2.10 incompatibility and a meta-device loading regression are not the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "These are different tokenizer/vocab issues for different models; the similarity is only that loading fails." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/model issues are unrelated to GLM5; no common underlying defect." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Both involve memory, but PEFT LoRA checkpointing behavior and an apex RMSNorm leak are separate problems." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states failure and Qwen multimodal `text_config` unwrapping are different model-integration bugs." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "FSDP2/shared_kv_states and CPU-offload rotary embedding compatibility are unrelated code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation at zero layers and Gemma-4 FSDP2 attention state rebuilding are unrelated model bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization-related memory issues, but one is offloading not working as expected and the other is higher reserved memory/OOM under int4; not clearly the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 device-map mismatches are entirely different failures." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized model-loading problems, but the model formats and symptoms differ (NVFP4 loading error vs MXFP4 falling back to bf16)." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load corruption are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM and Strix Halo mmap OOM are both memory issues, but they are not the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are separate model-specific issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug: one report is model-specific, the other is the general output_embeddings symptom." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is about read-only permissions being propagated during `save_pretrained`; the other is loading the wrong custom module after `save_pretrained`. Different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft links around `resize_token_embeddings` are well-supported by the issue titles and look like the same underlying propagation bug, while the other pairings are appropriately rejected as only thematic overlaps. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "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:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759" + ], + "prepared_review_unit_hash": "8fecc04799f6528f4ed383f9ac3226d74ec1f03ef473231efeff754b10b45e38", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37717, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose cluster of Transformers v5 model-loading/init regressions plus unrelated model-specific bugs. Only one pair looks like the same concrete bug: resize_token_embeddings not propagating to tied output/decoder embeddings.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broadest, most model-agnostic regression report in the set and best represents the shared Transformers 5 custom-model initialization/loading breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general issue to keep as the cluster representative; it covers the broader initialization/loading regression category better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both involve gradient-checkpointing-related failures, but one is an eval-mode restriction and the other is a Qwen3.5 RLHF NaN/SDPA fallback bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Related area, but PEFT LoRA checkpointing ineffectiveness and eval-mode checkpointing are different failure modes and code paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load handling and Strix Halo mmap OOM are unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression and strict config loading are different subsystems and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and AudioFlamingo3 token/embedding leakage are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared_kv_states rebuilding are different concrete bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and mmap OOM on Strix Halo are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regressions and Trainer resume max_steps computation are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same underlying bug: resize_token_embeddings does not update tied output/decoder embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and meta-device loading failures are different code paths." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for ScandiBERT are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and a model-specific autocast dtype mismatch are different issues." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate/deepspeed and NemotronH checkpoint loading are different model families and failures." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap-related OOM are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and a device-map forward mismatch are not the same code-path problem." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor/model dtype mismatch are different issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are about custom-model loading, but one is base_model_prefix behavior and the other is notebook initialization; not enough evidence they are the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue and a PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 cache crash and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "One is a docs mismatch for return_all_scores, the other is docs still listing removed pipeline tasks; same area, different content." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Perceiver interpolation failure are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask shape mismatch indexing error are different failures." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL SFT are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compilation of non-template nodes are different issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a MoE conversion regression and the other is a weight-shape mismatch; not clearly the same code-path bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing failure and compiled flex_attention on newer torch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment with prior None are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file/from_pretrained breakage are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and from_config not unwrapping text_config are different loading/saving bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice is plausible from the titles, and the only accepted soft-edge pair (issue:45292 / issue:45335) is well supported as the same resize_token_embeddings bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "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:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43644|issue:43646", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "ba1dafcfc8aec20049c186b349e247c94592a6112735ed9fe4c39eed3519f572", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37236, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, with only a small Transformers v5 initialization/regression subcluster showing any similarity. The soft pairs share broad themes (tokenizers, model loading, audio, or v5 regressions) but not the same concrete bug or change, so none should be merged.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43644 is the closest cluster anchor: it is a concrete Transformers v5 regression and is the best representative of the nearby init/buffer breakage family around 43611 and 43646.", + "canonical_pr_reason": "No PRs are present in this item set.", + "best_issue_reason": "issue:43644 is the most representative single issue to keep as the duplicate-family lead because it is specific, reproducible, and centrally connected to the other v5 model-initialization regressions.", + "best_pr_reason": "No PRs are present in this item set.", + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Both are model regressions, but they affect different models and different code paths: Whisper pipeline language return vs CamemBERT MLM predictions." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both concern 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": "Different tokenizer-loading failures with different causes: EMBEDDIA/est-roberta vs Mistral regex patch/backend tokenizer access." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading-related, but one is a CamemBERT prediction regression and the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch model internals, but the reported failures are different: XLNet CPU arange placement vs Qwen3.5Moe CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated bugs: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and video-input regression are separate behaviors, not one underlying defect." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different areas entirely: tokenizer-mapping model registration vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading failures, but for different repositories and different failure modes; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and the _is_hf_initialized v5 regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions in model initialization/loading, but they describe different concrete failures and code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "A perplexity issue on gpt-oss is unrelated to runtime post-processor updates after special-token changes." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and symptoms: image-preprocessor dtype mismatch vs template compilation error." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is an unsupported feature-extractor arg and the other is a separate _torch_extract_fbank_features issue." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions for different models; similar surface area only." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type failures on Qwen3.5." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token method conflict and FineGrainedFP8Config failure are unrelated bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter not updating and Qwen2.5-VL multi-image IterableDataset failure are different problems." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and inability to load a specific model are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper issues, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and non-template-node compilation error are distinct compiler/runtime issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "One is a FineGrainedFP8Config failure, the other a Qwen3.5 PagedAttentionCache group-type crash; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length contract violation are separate generation/cache defects." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic from_pretrained/gguf_file breakage and the other is a specific Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers and the other about custom model initialization; not one bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-family bugs: hidden-states output handling vs still-image rope-index scaling." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload loading failure and GGUF loading failure are different code paths and symptoms." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is a missing padding-mask batch consistency 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": 9, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "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:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44987|issue:44991", + "issue:43404|issue:44466", + "issue:43322|issue:43540", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:43645|issue:44534", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:43404|issue:45127", + "issue:42915|issue:44589", + "issue:44062|issue:44987", + "issue:43296|issue:43531", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "031d504ae580feb235e6ebd53e36bf5d3e72ccaea5aa887db3616a3142342d32", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36328, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regression reports that only share broad Transformers/v5 themes. I found one likely duplicate pair around Qwen3.5 save_pretrained checkpoint corruption; the rest look like distinct bugs.", + "confidence": 0.89, + "canonical_issue_reason": "No single global canonical issue is safe here because the set mixes many unrelated bugs; the only clear duplicate subcluster is the Qwen3.5 save_pretrained regression pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best anchor for the only clear duplicate subcluster: it is the earlier, broader Qwen3.5 save_pretrained regression report, while issue:45357 is a narrower follow-up about visual encoder keys.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: generation performance overhead vs a StaticCache return-type contract issue." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load failures, but they involve different models and different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is about Mistral3 weight tying and the other about device-dependent serialization; not the same concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model paths and different failure types: segfault on Llava Next loading vs ValueError in Qwen3OmniMoe video processing." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer initialization; distinct code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and bugs: SigLIP2 inference nonsense vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary load-time noise is unrelated to a Mistral tokenizer regex crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a template compilation error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are encoder/math correctness bugs, but one is padding-mask batching and the other is DAC from_latents vs forward mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to an OmDet processor size regression." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and non-persistent buffer corruption are separate v5 regressions." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction bug and compiled flex_attention torch-version failure are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for a specific model is not the same as the Mistral regex backend_tokenizer crash." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying regression family: Qwen3.5 save_pretrained writes incorrect checkpoints; 45357 is a narrower symptom about visual encoder keys." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized arg are unrelated model-loading issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model loading failures with different root causes." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying/serialization bug and LoRA merge collapse are related only at a broad level, not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage registration." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and tokenizer load failure for a specific model are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are separate model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility is unrelated to load-time noise in transformer loading." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading regression and non-persistent buffer junk are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL models, but one is a broad video-input regression and the other is a specific still-image RoPE scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow availability, but one is missing TF in the torch extra and the other is a backend-detection/install issue; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on a language model is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading breakages are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45216 \u2194 issue:45357, is plausibly the same Qwen3.5 save_pretrained regression family and could reasonably be addressed by one fix. The summary also correctly avoids claiming a single global canonical issue for an otherwise mixed 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": 10, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:33666|issue:40444", + "issue:43818|issue:45357", + "issue:44079|issue:45663", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:45325|issue:45381" + ], + "prepared_review_unit_hash": "f1b5b79560c5114989a2ffe90e72acae7dd28ac7ac98988461e83859c1a80b71", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer issues that only share broad vocabulary (e.g. v5 regressions, tokenizer loading, Qwen/VL, checkpointing). None of the soft pairs look like the same concrete bug or change, so I would not collapse any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and an Apple Silicon TypeError in caching_allocator_warmup are unrelated code paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and a tokenizer-loading failure for EMBEDDIA/est-roberta are different symptoms and fixes." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized init/load regression and non-persistent buffer junk are separate v5 breakages." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and add_special_tokens not adding BOS/EOS are both tokenizer-related but not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and IterableDataset multi-image finetuning failure are different Qwen-VL training issues." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression affect different models and paths." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated runtime behaviors." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload load failure and Qwen3 MoE memory inefficiency are not the same issue." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are both tokenizer regressions, but the concrete failure modes differ." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "flash_attention_3 degenerate training and single-label num_labels=1 zero-loss behavior are different training bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure under v5 and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are distinct checkpointing issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable finetuning failure and Qwen2.5-VL still-image rope scaling are different Qwen-VL bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and Float8 storage lookup failure are separate low-level loading problems." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are unrelated model/config regressions." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask inconsistency and Gemma3 mixed-length NaN embeddings are both batching-related but not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crashing in tokenizer loading are different failures." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights _is_hf_initialized argument handling are not the same code path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export compatibility via torch_compilable_check and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing tensorflow backend in pip extras and PaddleOCR-VL load failure in vLLM are unrelated packaging/model-loading issues." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression and bf16 dtype mismatch do not share a concrete fix." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "base_model_prefix loading breakage and custom model initialization breakage are both v5 regressions but distinct APIs/code paths." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical AutoModel/pipeline results and Perceiver non-default-resolution failure are different vision-model issues." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper-large-v2 cannot run and meta-device loading breakage are separate loading/runtime problems." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL temporal position-id scaling and Kosmos2.5 OCR long-input index error are unrelated multimodal bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different internal state bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying failure and inconsistent lm_head serialization by device are related to weights, but they describe different breakpoints and fixes." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset failure and Qwen2.5-VL video vision_position_ids bug are both VL issues, but not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated model/config regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL positions, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44079", + "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:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44387|issue:44617", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43881|issue:44488", + "issue:44568|issue:45920", + "issue:43701|issue:45325", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:45584", + "issue:40990|issue:42947", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:44466|issue:45357", + "issue:43873|issue:45701", + "issue:43296|issue:44877" + ], + "prepared_review_unit_hash": "a742200600a88734be4ef332f689cfea555c79c5b4b48aa86691e3a8e231c6c4", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36927, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are unrelated bugs spanning model loading, tokenization, quantization/offload, multimodal processors, and training utilities. None of the soft-edge pairs look like the same concrete bug/change closely enough to merge, so all candidate duplicate links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items do not form a single coherent duplicate cluster, and the apparent overlaps are mostly broad subsystem similarities rather than the same underlying failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: none of the issues clearly subsumes the others or represents the shared root cause of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: non-persistent buffer serialization vs ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: FSDP CPU RAM efficient loading vs ModelOutput key handling." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated failures: a specific model load issue vs a torch/Transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: Qwen video-input regression vs Gemma4 device mismatch under auto device mapping." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different problems: generation with inputs_embeds/past_key_values vs finetuning multi-image IterableDataset handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes differ: int4 quantization reserved memory vs Sam3Video memory use." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "One is CPU offload device mismatch; the other is torch.export failure with torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different issues: unexpected _is_hf_initialized in init_empty_weights vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate load failures for different models; no shared code-path bug is evident." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion for a specific tokenizer and the other is a broader wrong-token-IDs regression across many models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/temporal position scaling." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: offload device mismatch vs DAC from_latents not matching forward due to missing STE." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but they are different models and distinct mismatch/assertion failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weight loading/garbage generation is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: MIMI padding-mask batch consistency vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related only at a high level; one is dequantized-model loading with gpu+cpu offload, the other is general offloading/quantization behavior." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A documentation example mismatch/quantization issue is unrelated to multi-image finetuning failure." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: tied-weight serialization vs bf16 dtype mismatches in different models." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different model behaviors: MIMI padding-mask bug vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Different training/inference problems: perplexity regression vs gradient-checkpointing ineffective with PEFT LoRA." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight serialization/generation bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch serialization, but one is lm_head.weight device-dependent behavior and the other is incorrect visual-encoder keys for Qwen3.5." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "General offloading/quantization issues are not the same as a tokenizer-behavior change regression." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: PaddleOCR-VL load failure vs strict config blocking granite_speech config loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:42617|issue:42915", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:45632|issue:45684", + "issue:44877|issue:44991", + "issue:44423|issue:45406", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:36331|issue:42617", + "issue:43749|issue:44534", + "issue:43873|issue:44756", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43322|issue:46050", + "issue:43550|issue:43606", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:41720|issue:42617", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:43531|issue:43572" + ], + "prepared_review_unit_hash": "5e027464117ba61dd7b64f20a359f8830b6807c2faf0cb756ac81defc18072ca", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37656, + "estimated_input_tokens": 9414, + "estimated_eval_tokens": 19084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the soft pairs mostly share broad Transformers themes (loading, quantization, processors, generation) but do not look like the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41720 is the most central hub in the soft-similarity graph and is a concrete, well-scoped runtime failure report; if one issue must anchor this cluster, it is the best representative. That said, the cluster does not appear to be a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41720 is the clearest single representative of the cluster's strongest overlap area (Qwen/device-map/runtime failures) and has multiple soft connections, even though none are true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they affect different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3/Qwen3.5 and generation, but one is a device-map CUDA assert and the other is a flash-attention generation regression." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different defects: a Gemma3n variable collision in forward vs a Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is a weight-tying bug in Mistral3; the other is a save_pretrained regression in Qwen3.5 visual encoder keys." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: a 3d_parallel.py run issue vs a Qwen3Moe FineGrainedFP8Config problem." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset support and progressive generation with inputs_embeds/past_key_values are different code paths and bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Both involve generation, but the concrete failure mechanisms and affected paths are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype-loading bug in BLIP2; the other is a Trainer checkpoint/resume max_steps calculation issue." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on batching/NER are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for local models and read-only permissions propagation in save_pretrained are different issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for est-roberta." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different multimodal-serving paths: continuous batching with multimodal inputs vs missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "A torch.compile/SDPA bug in Bamba is not the same as accelerate loading failing to unpack BitNet packed weights." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "A custom compute_loss signature break and a Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape regression and version-dependent tokenization changes are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API incompatibility and 3d_parallel execution failure do not describe the same defect." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different v5 regressions." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and disabling mmap on Strix Halo to avoid OOM are not the same underlying problem." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-preprocessing related, but one is a 640px-vs-224px processor mismatch and the other is non-default-resolution Perceiver failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/batching crashes and OmDet-Turbo image-size mismatch are unrelated processor bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A Llava Next loading segfault is not the same as broken save/load behavior for sinq-quantized models." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve loading/dispatching models, but one is a compile/SDPA failure and the other is a CPU-offload device mismatch for Bark." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA reserved-memory/OOM regression and T5 apex RMSNorm memory leak are different memory issues with different causes." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "A video-input regression and an embedding-unpacking issue in TRL SFT are different multimodal/training bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and dequantized-model device_map offload failure are distinct quantization/loading problems." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are runtime loading/execution failures, but they affect different model families and failure mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and generic tokenization changes from version upgrades are not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss and version-dependent tokenization changes may be related at a high level, but not the same failure report." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are Qwen-related, but one is a specific CUDA assert under auto device mapping and the other is a broader TP-only MoE issue." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping failure and 3d_parallel.py execution failure are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "A tokenizer regex patch crash and Granite token-id regression are both tokenizer-related but clearly different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model 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": 13, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:36010|issue:42617", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:44492|issue:44509", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44514|issue:44545", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:44898|issue:45072", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "2284aef81167a38f924ca7d8b54132ec566120e37b25940764f40e6f1e742beb", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35631, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most pairs are unrelated issue reports across different models, configs, and subsystems. Only one candidate pair looks like a clear duplicate; the rest are too semantically distant to merge.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 29159 is the broadest, most generic report in the set and the closest thing to an umbrella tokenizer bug, so it is the least specific and most plausible anchor if one must pick a canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 29159 is the best overall issue candidate because it is high-level, not model-specific, and reads like a reusable canonical report compared with the many narrowly scoped edge-case bugs here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and a 3d_parallel runtime failure are different code paths and different failure modes." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API mismatches, but they concern different config fields, models, and reload behavior." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state caching are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and a weight_only from_pretrained error in Qwen3VL are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token/post-processor updates and wrong Granite token IDs are both tokenizer bugs, but not the same underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers, different task paths, and different exceptions; too little evidence of a shared root cause." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Generic slow/fast tokenizer inconsistency does not match the T5 add_special_tokens load conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failures are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs is unrelated to outdated pipeline-task documentation." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset behavior are different components and bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload behavior, but one is a CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Special-token post-processing at runtime and version-dependent tokenization changes are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE and Llava Next segmentation faults are different model/runtime problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "A metrics-gathering last-batch label bug and a SAM3 text/bbox behavior issue are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and missing mask-token registration do not share a code path." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and from_config text_config unwrapping for multimodal Qwen configs are separate configuration bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same batched apply_chat_template crash with padding=False; these look like duplicates of the same issue." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token updates and DiaConfig save/load token ID loss are different tokenizer/config persistence problems." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning and incorrect visual encoder keys on save_pretrained are not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure causes." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A local-path import warning is unrelated to undefined variables in multimodal token counting." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert during auto device mapping and PEFT local-checkpoint loading failure are not the same underlying problem." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bf16 dtype mismatches are distinct inference bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the listed issues span many different models/subsystems, and the lone clear duplicate pair is appropriately identified. The canonical issue choice is also defensible because 29159 is the broadest tokenizer report in the set. The soft-edge verdicts are generally conservative and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45588|issue:45759", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:43994|issue:44671", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "74439e37c1c9068a975ac7a669a839c870cd52c1d6b0b5af65cf18cce775f539", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: mostly unrelated bugs across tokenizers, multimodal models, training, loading, and docs. None of the proposed soft edges look like the same underlying bug/change with enough specificity to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the items are not duplicates of one another; they cover many distinct code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear cluster representative for duplicate triage; the closest-theme items are still about different bugs, so picking one would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: model loading failure vs. PIL image processor requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures in Qwen3-MoE sliding window logic vs. float8 storage lookup." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Different training/generation paths and different symptoms; no shared root cause." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5, but one is config unwrapping and the other is CPU-offload rotary embedding behavior." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-related, but one is AddedToken argument handling and the other is loading a specific model." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but they concern different models and distinct errors." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash-attention auxiliary state vs. composite config unwrapping." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both touch training, but one is embedding unpacking with TRL and the other is eval failing after train." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared state bug is unrelated to a model class flag missing on trust_remote_code." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but the specific failure modes and likely root causes differ." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processor updates are not the same bug as BigBirdTokenizer mask token registration." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to gradient explosion with ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer defects: post-processor synchronization vs. NER/padding crash." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different model internals and failure modes; no shared code-path bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different execution contexts." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is weight_only loading and the other is video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both reference tokenizer regex/regression areas, but one crashes on backend_tokenizer access while the other reports codec handling and a warning issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is num_labels propagation in Qwen3.5 multimodal config; the other is a classification-loss degeneracy across models." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and hub list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different incorrect-output causes; not the same defect." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction crash is unrelated to add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different BitNet packing/loading bug vs. DAC latent reconstruction mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are from_pretrained/save_pretrained issues, but they involve different models and distinct loading mechanisms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43653|issue:43720", + "issue:43618|issue:43697", + "issue:44077|issue:44625", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:42915|issue:43746", + "issue:43335|issue:43756", + "issue:43550|issue:45072", + "issue:43716|issue:44008", + "issue:43550|issue:43819", + "issue:43295|issue:45834", + "issue:43746|issue:43873", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43540|issue:45381", + "issue:43643|issue:44877", + "issue:43577|issue:43818", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:30064|issue:36331", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "405be359e593cfa28ed3fea57e355ac47457957849c9b79e8bfc4d827264074b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35700, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad keywords or subsystem names, but they describe different models, APIs, and failure modes. None of the pairs look like the same underlying bug/change, so there is no true duplicate canonical here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal model paths and different failures: video input processing vs an AttributeError in Gemma 3n forward." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; unrelated code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression is not the same as RTDetrV2 producing different outputs in v5." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Constructor/post-init validation issue vs Qwen3.5 config propagation bug; different fixes." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation errors across models vs degenerate zero-loss classification behavior; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Distributed metric gathering last-batch truncation vs Mamba2 cache incorrect results; different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FineGrainedFP8 quantization failure vs PEFT/local checkpoint loading failure; no shared underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer omission; distinct architectural issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA problem in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Gemma 3n variable collision; different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile+SDPA bug and DAC latents/STE mismatch are unrelated model/runtime problems." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "from_pretrained buffer corruption vs Kosmos2.5 long-OCR index error; different root causes." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading vs offloading with quantization; only broadly related to loading." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption on load vs StaticCache sequence-length return type bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer NER/padding crash vs Perceiver positional interpolation on non-default resolution." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird tokenizer special-token registration and DAC latent conversion are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Duplicate AddedToken keyword error vs model-loading failure for cjvt/sleng-bert; different defects." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is offline hub access and the other is a backend_tokenizer AttributeError." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields with trust_remote_code and strict-config rejection of granite_speech are different config-loading failures." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype preservation bug vs Video-LLaVA temporal-attention/weight-sharing issue." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but for different models and different behaviors." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue; different stages and code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void-segmentation handling is unrelated to CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault vs MPS int histogram unsupported; completely different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:43825|issue:43994", + "issue:45584|issue:45834", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:44805|issue:44936", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:28218|issue:29159", + "issue:43452|issue:44991", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "0fb041bdc6a5c7ed04a09241d3389621371b1bf2da57ca52eb3b0d410a2dece0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: it mixes unrelated tokenizer, vision, audio, model-loading, quantization, and docs issues. The soft pairs are semantic neighbors in theme only, not true duplicates, so no merges are warranted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: URL loading for AutoImageProcessor vs a Jinja/template compilation failure." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific v5 API removal breakage; the other is a broad umbrella report about remote_code regressions." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording and SigLIP2 model/pipeline misbehavior are different underlying issues." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling after special-token alignment is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "A Qwen video-input regression and a Kosmos2.5 OCR length/index bug are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU-offload device mismatch is not the same as dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and FastSpeech2 tokenizer loading failures are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to the same v5 pipeline-removal theme, but one is a runtime error message and the other is docs drift." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor mask shape IndexError is not the same problem as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup are separate failures." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer extra-space behavior and slow-vs-fast inconsistency are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and EMBEDDIA/est-roberta tokenizer loading failure are different model-loading problems." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking in BitNet is a different bug from dtype mismatch inference failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package extra/dependency installation is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading errors affect different model families and code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patching failure is unrelated to Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are different platform-specific issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first item is not a technical bug report, while the second is an isolated reproduction of another issue." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they concern different Qwen model variants and different warning causes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels truncation and RTDetrV2 output changes are separate model/processor bugs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation failure and CLIPTokenizer max-length configuration are different issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording and SigLIP2 model/pipeline misbehavior are different underlying issues." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling after special-token alignment is unrelated to Kosmos2.5 OCR index 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": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43638|issue:44936", + "issue:45459|issue:45803", + "issue:43644|issue:43749", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:38175|issue:44610", + "issue:43550|issue:44912", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:43526|issue:44554", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:44568|issue:45356", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "f81bf5f6624a1518afdcbf91f008cf63adec0ac9b06c2fa43910d65894f56c07", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37104, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers bugs across loading, tokenizers, processors, training, and model-specific regressions. None of the soft pairs look like true duplicates; the strongest umbrella issue is the broad remote_code regression report.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative report: it frames a general regression affecting recent Transformers versions and remote_code-based models, which is wider in scope than the other highly specific bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best cluster representative because it captures a broad, cross-model failure mode with substantial detail and likely subsumes multiple adjacent loader/config regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve model loading failures, but 43742 is a specific MobileLLM key error while 45020 is a broad remote_code regression; different concrete bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "43329 is a multimodal token-counting/video-branch code bug; 45600 is a stale auto_mappings config reference issue. Not the same change or failure." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "These are different training problems: one is a ZeRO3 indexing crash with a non-pretrained Bert model, the other is trainer.evaluate() failing after train()." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention error handling, but 45459 is about protobuf decode exceptions in tokenizers, while 45803 is a bare-except bug in FuyuBatchFeature tensor conversion." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading behavior, but 43644 is about non-persistent buffers becoming junk in v5.0.0, whereas 43749 is a broken FSDP CPU-efficient-loading path." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Completely different subsystems: missing Float8 storage support versus PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different models and code paths: GraniteSpeech local checkpoint loading with PEFT adapters versus Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "One is a DAC forward/from_latents mismatch from missing STE; the other is DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different products and symptoms: zero probabilities in SigLIP2 versus an OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Both are model-specific inference/loading regressions, but Bamba torch.compile+SDPA and git-oss MXFP4 quantization are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same as MXFP4 loading falling back to bf16." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct API regressions, not one duplicate." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated training/processor issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific failures, but GLM-4.7 loading in tests and Qwen3.5 flash-attention generation are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue do not share the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape handling." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype handling are separate model-initialization defects." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is an FSDP CPU-efficient-loading regression and the other is an unexpected _is_hf_initialized argument error with init_empty_weights." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated regressions." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "An import-path breakage for GenerationMixin is not the same as a trainer.compute_loss keyword mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a video token-counting bug are different failures." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but 43262 is an apply_chat_template sample-rate default issue and 44811 is batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model loading, but missing fields from trust_remote_code and not unwrapping text_config are different bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion regression and Kimi codec-handling regression are distinct model/tokenizer issues." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local-path import warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processors, but one is undefined helper variables in token counting and the other is batched-output shape handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "These are both video-related, but 43329 is a specific undefined-variable bug while 44479 is a broader multi-model video-input regression." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but the model and failing code path differ: Bark-small device mismatch versus Qwen3_5Moe rotary embedding incompatibility." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-OSS perplexity are entirely different issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition and the other is LlamaTokenizer overriding tokenizer.json pre-tokenization behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44913", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:43697|issue:45357", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43257|issue:43756", + "issue:43257|issue:43696", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "aa783895b16d05558269269b560b712daf59bdfbe193b6e9e2f1c50212cf6e7e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37683, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster of unrelated bugs. I only see one plausible duplicate-like pair in the Qwen video-input regression area; the rest look like distinct issues in different subsystems/models.", + "confidence": 0.66, + "canonical_issue_reason": "No single strong canonical duplicate stands out; issue 45701 is the broadest/openest item with the most inbound references, so it is the best representative issue for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the most central issue to keep as the representative tracker because it is broad, open, and already attracts follow-up references; the cluster otherwise spans many unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version behavior, but one is a Qwen3.5 hidden-states bug and the other is a broad tokenization-change report; not the same concrete defect." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token-count tracking are different code paths and different failures." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated model bugs." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "One is Qwen3 MoE weights conversion with accelerate/deepspeed; the other is Qwen3-VL load shape mismatch. Different failures." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL-backend torchvision dependency are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage vs Apple Silicon caching_allocator TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM load key error do not look like the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert and video-input ValueError are different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counter bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config handling and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are distinct config/quantization problems." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen video-input regression in the 5.3.x path; 45381 looks like a narrower symptom of the broader video-position-id bug described in 44479." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 issue and CLIPTokenizer model_max_length bug are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max-length behavior are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is not the same concrete regression as the broader Qwen2.5-VL/Qwen3 VL video-input bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading failure and a list_repo_files revision-forwarding bug are too indirect to treat as the same defect." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "GPU+CPU offload loading failure and tokenizer max-length semantics are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-related errors, but not the same concrete code-path failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype preservation and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are separate dtype bugs." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and unreleased peft-version bump are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero-probabilities and Perceiver non-default-resolution failure are different image-model bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head tying issue in Mistral3 and StaticCache sequence-length contract bug are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape RuntimeError and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model key-loading error and init_empty_weights argument regression are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "The tokenizer AddedToken special-kwarg error may be related in theme, but the titles are too different to confidently call the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated model-configuration issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss-20b OOM are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue is not itself the same bug as the Qwen2.5-VL video-position-id regression." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count update bug and compute_loss unexpected-kwarg bug are unrelated trainer changes." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload regression and rope-validation type error are both config-related, but not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication and Mistral regex patch backend_tokenizer crash are separate tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous, and the chosen representative issue 45701 is justified by being open and having the most inbound references. The only accepted soft edge, 44479\u201345381, is a conservative same-bug judgment, and the remaining rejects stay appropriately cautious rather than overstating 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": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43646|issue:43749", + "issue:36010|issue:42175", + "issue:43749|issue:44756", + "issue:42175|issue:43824", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43643|issue:45375", + "issue:43742|issue:44589", + "issue:43526|issue:45479", + "issue:45405|issue:45600", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:28282|issue:29127", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:43582|issue:44977", + "issue:41762|issue:44936", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:42175|issue:44938", + "issue:43452|issue:44843", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "b614e0635d45f6681602240d2af4167c7682cb63a210b367a12ba4e2d275ae4c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36451, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers issues; only the SigLIP2 pair looks like a likely duplicate. The rest differ by model, subsystem, or failure mode, so they should stay separate.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43994 is the clearest concrete report in the only plausible duplicate pair and is the most user-facing description of the SigLIP2 correctness bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest current regression affecting multiple model families, so it is the strongest standalone anchor for the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bug family: one reports HF vs JAX discrepancy, the other reports nonsensical outputs for the same model line." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic trust_remote_code config-field issue vs FSDP CPU RAM efficient loading breakage; different code paths and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin is unrelated to whether the torch extra installs TensorFlow backend dependencies." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP loading bug and Apple Silicon mmap/OOM problem are separate loading/memory issues." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package extras dependency mismatch is unrelated to a missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is a different failure mode from AutoImageProcessor loading from URL." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual key regression is unrelated to the broad AutoTokenizer token-ID regression." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal loading problems, but for different models and different concrete failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf Auto* loading breakage is not the same as the sleng-bert model-loading issue." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision dependency regression and mistral regex tokenizer crash are unrelated subsystems." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch installation ImportError is unrelated to the Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is generic AutoConfig/trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig strict-field omission." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage-object TypeError are different loading/runtime errors." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the zero-loss classification issue." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version pin on PEFT and stale auto_mappings references are not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they affect different models and different position-scaling logic." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint-key corruption are different problems." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding are separate model-path bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching crashes and the other is incorrect video position IDs." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon allocator TypeError and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 model-load IndexError is not the same as trainer.evaluate failing after train." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Missing num_labels propagation and strict config rejection are separate config-handling bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading failures do not match the Blip2 dtype propagation issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Dependency extras mismatch is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf-related loading failure is unrelated to the offline model_info call in _patch_mistral_regex." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the crash conditions are different enough to indicate separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The accepted SigLIP2 pair is the only soft edge that looks plausibly related, and the other pair rejections stay conservative and differentiated by model/subsystem/failure mode." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:24643|issue:29127", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43643|issue:44561", + "issue:41720|issue:43906", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588", + "issue:43688|issue:45440", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610" + ], + "prepared_review_unit_hash": "f05ced17dff971a1ba7afef099f470d208a58fd64f33fbe82ffa7d2bcced16de", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of model-loading, tokenizer, trainer, and generation bugs with no strong duplicate cluster. The only plausible duplicate pair is the tied-weights v5 regression around serialization/loading.", + "confidence": 0.45, + "canonical_issue_reason": "issue:45005 is the best umbrella issue: it frames the tied-weights regression broadly, while issue:44466 looks like a specific device-dependent serialization manifestation of the same v5 problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the most representative issue for the only clear subcluster and has the broadest scope among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: max shard size behavior vs AutoProcessor kwarg forwarding." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different bugs: DeepSpeed training weight-shape error vs LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported failures and likely code paths differ." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different components: DAC latent reconstruction vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights v5 regression in model serialization/loading; 45005 is the broader umbrella, and 44466 is a specific reproduction." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train behavior is unrelated to Gemma4 device-map forward mismatches." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling vs Qwen2-VL multi-GPU training are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer failures and different failure modes/models." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke tokenizer task error vs AutoTokenizer loading a different tokenizer class." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SIGLIP2 zero probabilities is unrelated to processor.tokenizer regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but the reported bugs and affected models differ." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype-loading issue vs RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup in mistral regex patch vs tokenizer load failure for est-roberta are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 cache/state reset are different generation bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a removed utility breaking remote models." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different Qwen/device-map failure vs isolated reproduction of another issue." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading is not the same as quantized model save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Mask-token decode bug vs DiaConfig custom token ID persistence are different problems." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN sources: sliding-window all-padding embeddings vs classification head init/checkout." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation vs flash-attention generation failure are separate code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig save/load token IDs." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype issue vs flash_attention.py crash on s_aux=None are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but auxiliary-loss normalization and DeepSeekV3 divergence are different concrete bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different models and failure modes: compiled SDPA vs tokenizer AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error vs num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained model legacy-field loading vs torch.compile/SDPA failure are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure and packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: Beit model preset loading vs OmDet-Turbo processor image-size mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The tied-weights v5 pair (issue:44466 / issue:45005) is the only clearly related candidate cluster, and 45005 does appear to be the broader umbrella issue. The other soft-edge rejections are also cautious and consistent with the titles provided." + }, + "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": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45357", + "issue:45405", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:33666|issue:36010", + "issue:44849|issue:45357", + "issue:43493|issue:43825", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43525|issue:43572", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43262|issue:43295", + "issue:43756|issue:44913", + "issue:44568|issue:45812", + "issue:43688|issue:43749", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43577|issue:44554", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43688|issue:45704", + "issue:43756|issue:45083" + ], + "prepared_review_unit_hash": "28c6f7a3f39e4ea3f268678f0e717c0311d2b384bed55aabc06f2b6907400f25", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35960, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly contains unrelated bug reports across model loading, tokenization, config serialization, multimodal inference, and training. None of the soft pairs look like the same underlying bug/change closely enough to merge; all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest anchor: a broad, clearly described silent regression affecting all Granite models, with external references and high duplicate-triage value.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, reproducible, and impacts a wide model family rather than a narrow edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Different failure modes: missing PyTorch import vs token-embedding reinit after resize. No shared code-path." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "43906 is a reproduction of another issue, but not the same symptom as the tokenizer regression in 43122." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is quantized sinq round-tripping; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention multi-GPU/trainer context, but the concrete errors and affected paths differ substantially." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "One is a model loading KeyError, the other is loading AutoImageProcessor from URL; different objects and failure points." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A device-map CUDA assert on Qwen3 is unrelated to inconsistent outputs from compiled forward in chunked generation." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but one is about gguf_file support and the other is a specific model load regression; no shared underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch in forward and broken quantized save/load are separate code paths and symptoms." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: hidden-state handling vs incorrect visual encoder key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom-token-ID loss on save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is a different path from DiaConfig serialization and generation failure." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-attribute reports, but they concern different models and different attributes." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and trainer broadcast TypeError are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import missing vs MacOS bus error with CLIP are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer/image-tokenizer regression." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "A model-specific RoPE-layer mismatch and a config reload issue are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token addition bug and Granite token-ID regression affect different tokenizers and code paths." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug and FSDP CPU RAM efficient loading regression are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are separate issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and custom compute_loss signature mismatch are different trainer failures." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to the HF vs JAX implementation discrepancy." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading bug and MPS attention correctness issue are different paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure and a dependency version bump are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video processing ValueError and flash-attention generation bug are different symptoms." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer count mismatch and feature-extract output-length helper behavior are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43688|issue:45701", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44423|issue:44734", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44625|issue:45759", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "bd6e9a1ceca2151e8e6d0a1a9ab09f0860cfcfe5b76335029fc4a18c3b816cc9", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35684, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping of unrelated Transformers bugs, regressions, and feature issues. I found no pair that clearly shares the same concrete underlying bug/change, so all soft edges are rejected.", + "confidence": 0.16, + "canonical_issue_reason": "No clear duplicate set exists here; I\u2019d use issue 45584 as the best anchor because it is open, well-specified, and has active discussion/references, making it the most actionable standalone issue in the group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45584 is the strongest standalone issue in this batch: concrete repro, current impact, and active follow-up. It is not a duplicate of the others, but it is the best issue candidate overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Both are about Gemma4, but one is a missing token-type default and the other is a multi-GPU OOM; different bugs and code paths." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields after 5.0, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Fuyu tensor conversion error and StaticCache return-type mismatch are unrelated failures." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "One is a model-load failure for a specific checkpoint, the other is an offline-mode regression in a tokenizer regex patch." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a DeepSpeed/ZeRO gradient anomaly are distinct problems." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing pad token field and the other is improper `text_config` unwrapping." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors and a processor/tokenizer regression are different issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM during inference is not the same as a device-mismatch forward bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is an accelerate/deepspeed conversion problem and the other is a dev loading regression; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing class and a float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "A BF16/FP32 dtype drift in embeddings is not the same as the ZeRO-3 gradient amplification issue." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different regressions." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy field blocking BEiT load and a CPU-offload device mismatch in bark-small are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field after 5.0 and an unexpected `_is_hf_initialized` constructor arg are separate failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and `flash_attn` import_utils KeyError are different runtime issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLLukeTokenizer task AttributeError are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization changes across versions do not describe the same defect." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "These affect different models and different failure modes: legacy preset loading vs tokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Runtime device-mismatch bug and CI stale test failure are not the same underlying issue." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both hit serving paths, but one crashes on multimodal input conversion and the other on KV-cache continuation indexing." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM when loading a model is unrelated to a dependency version bump issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Num-label propagation and multimodal `text_config` unwrapping are related only at a broad config level, but they are distinct concrete bugs." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 output-quality issue and unexpected position-id keys are different defects." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention integration crashing on `s_aux=None` and sinq save/load breakage are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Whisper empty-transcription failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:29159|issue:32090", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:43550|issue:43844", + "issue:43295|issue:43873", + "issue:43334|issue:43525" + ], + "prepared_review_unit_hash": "025fe143f4329f0d300ec66a402d9a827e0c0877104a62f471403ef4ac7273f4", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are mostly same-subsystem but not the same bug. I would not merge any of the soft edges. As a representative issue, the multimodal apply_chat_template assistant-mask regression is the clearest, most self-contained user-facing bug among the set.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44521 is a well-scoped, user-facing regression with clear reproduction and downstream impact; among the listed issues it is the best single anchor for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the strongest combination of clarity, scope, and activity, making it the most suitable representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is incorrect assistant masks for multimodal inputs and the other is a crash on tool-call messages; different failure modes." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different code paths: ZeRO-3/deepspeed gradient abnormality versus meta-device model loading breakage." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug and a flex_attention import version-check bug are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are separate issues." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary-loss normalization and quantization/offloading behavior are distinct problems." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation failure is unrelated to the flash_attn import KeyError." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 text-only token-type defaults are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability output are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states handling are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing token-type defaults and the other is a device mismatch in forward." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bf16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading and sinq save/load corruption are different failure modes." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-param conversion TypeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation and checkpoint resume key mismatch do not describe the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applying with model_init is unrelated to Qwen3.5 hidden-state output behavior." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different bugs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and loading physical-intelligence/fast on 5.1 are separate issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A config attribute regression and meta-device loading breakage are different problems." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-position scaling are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "State serialization inconsistency and LoRA merge collapse with extended vocab are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape bug are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are distinct problems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization offloading behavior do not describe the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Missing pad_token_id in different model configs is a similar class of issue, but these are separate model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43975|issue:45520", + "issue:43653|issue:44112", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:44514|issue:44521", + "issue:43278|issue:43856", + "issue:44442|issue:45198", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:43335|issue:43550", + "issue:45127|issue:45245", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43335|issue:43653" + ], + "prepared_review_unit_hash": "07dcc2735de5e076efb90dfc22d06edd5b713a9f58dfb66456d653c1bc48390a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-specific bugs, docs issues, import regressions, or CI failures. The soft edges are mostly topical similarity only, not the same concrete bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span different subsystems and symptoms (imports, chat templates, vision/video processors, model-specific correctness, memory/OOM, and docs), so there isn\u2019t a single underlying defect to deduplicate against.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for the cluster; any representative would be arbitrary because the set does not converge on one shared bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different regressions: one is an import error for `Qwen2_5_VLForConditionalGeneration`, the other is a v5 detokenization issue for DeepSeek." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Unrelated failures: local-path slash import warning vs CUDA OOM for GPT-oss-20b." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different model/config paths: FineGrainedFP8Config failure for Qwen3MoE vs a missing top-level Qwen2.5 VL import." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different subsystems: DeepSeek detokenization in v5 vs flash_attn import lookup failure on Python 3.13." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issue and RT-DETR memory-release issue are unrelated model bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and code paths (`_flash_supports_window_size` vs `Qwen2_5_VLForConditionalGeneration`)." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is incorrect all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different Qwen3 MoE issues: dtype mismatch between train/eval vs memory inefficiency during training." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different symptoms: FastSpeech2Conformer loading failure vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video-processor batch-shape bug and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A local-path import warning and a SigLIP2 correctness discrepancy do not share the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they address different deprecations and different APIs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: DAC forward/from_latents mismatch vs stale GraniteSpeech device-override test." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a Qwen3 Omni MoE helper-length bug are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batched-shape handling are separate processor bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and an AMP/CUDA loss crash are different defects." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "`center` arg crash in LasrFeatureExtractor and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError regression vs a torch 2.10 compatibility issue; no shared code path." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different issues in generation tests: one is Janus image generation failure, the other is a stale warning about `num_return_sequences`." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different model/config bugs: sparse layer creation in SwitchTransformers vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary merge collapse and categorical-cardinality limit are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to the Qwen3 Omni MoE feature-length helper behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5/VL chat-template-style issues, but one crashes on tool-call messages and the other has wrong video vision_position_ids." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different D-FINE/RT-DETR-family bugs: AMP crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions in different models: Pegasus output changes vs Qwen3_5 recurrent-state reset behavior." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaults and flash-attention `s_aux=None` handling are separate bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to a pipeline v5 error-message/docs problem." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they concern different exported symbols and different regressions." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is a feature-extractor arg crash and the other is a Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration 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": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43412", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45859" + ], + "soft_pairs": [ + "issue:43611|issue:43931", + "issue:43550|issue:44112", + "issue:44360|issue:44561", + "issue:39692|issue:43526", + "issue:44855|issue:45083", + "issue:43388|issue:43526", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:43335|issue:45083", + "issue:45310|issue:45478", + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:28218|issue:35141", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44561|issue:44779", + "issue:44857|issue:45072", + "issue:44462|issue:44561", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:34689|issue:35141", + "issue:40444|issue:43526", + "issue:29127|issue:32090", + "issue:43927|issue:45698", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:45372|issue:45588" + ], + "prepared_review_unit_hash": "d762a6dbcfb445ee6f27d646d6b5180b1ec2a907ffefa2656b79b7464703b58c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38924, + "estimated_input_tokens": 9731, + "estimated_eval_tokens": 19718 + }, + "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 issues, not a single duplicate cluster. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", + "confidence": 0.8, + "canonical_issue_reason": "issue:45310 is the earlier, more referenced report of the exact Qwen3.5 Moe from_pretrained failure, and issue:45478 reads like a later duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best anchor for the only strong duplicate relationship in this set: same title, same model, same loading failure, earlier report, and more inbound attention than 45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models with different failure modes, so they are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: one is SDPA/torch.compile behavior in Bamba, the other is a stale device-override CI failure in GraniteSpeech." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated failures: DSA indexer/ReLU discussion versus a v5 trust_remote_code break from removing is_torch_fx_available." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is SigLIP2 docs/model-processor issues; the other is BeitImageProcessorFast label reduction. No shared bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast returning the wrong label array." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths: DAC.from_latents/STE mismatch versus unexpected key handling with position ids." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both are SwitchTransformers/Beit-related, but the bugs are distinct: sparse-layer construction vs legacy-field loading." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "No overlap in concrete failure: SwitchTransformers sparse-layer config versus qwen3_omni_moe length computation." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 Moe from_pretrained error report; the later issue is a duplicate of the earlier loading regression." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU/offload-related behavior, but one is a flash_attention AttributeError on sink-less models and the other is a rotary-embedding incompatibility." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are failing tests/errors, but one is Flash Attention 2 test failures and the other is a Trainer broadcast NoneType error." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/model-processor mismatch is unrelated to the position-id key issue." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight handling in BitNet AutoBitLinear is not the same as the GraniteSpeech stale device override CI issue." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs in different models: SwitchTransformers sparse layer creation versus GraniteSpeech device override test failure." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config behavior and bfloat16 dtype mismatches in TimmWrapperModel are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime issue versus Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output divergence is not the same as Deepseek tokenizer regression." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is a model-output issue, not the same as the position-id key problem." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different concrete failures." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to the LwDetrImageLoss float16 AMP crash." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "v5 trust_remote_code breakage from removed helper is not the same bug as Deepseek tokenizer incorrect results." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: AMP/CUDA loss crash versus dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation issues affect different models and code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature length behavior." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba SDPA/compile failure and qwen3_omni_moe output-length helper behavior are different bugs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading breakage and post_init embedding reinitialization are different loading/weight issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation error message clarity is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig losing custom token IDs after save/load is distinct from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta add_special_tokens behavior and Gemma3 NaN embeddings have different causes and code paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and stale num_return_sequences warning are not the same underlying bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading ImportError is unrelated to the flash_attention s_aux=None crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical pick of issue:45310 over issue:45478 is well supported by the packet: identical title/model/failure wording, earlier creation time, and slightly more inbound references. The other soft-edge rejections stay conservative and do not overclaim duplication. I don\u2019t see evidence of an inflated duplicate merge beyond the same-title Qwen3.5 MoE 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": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:36010|issue:37428", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "b29cb3a80b2a6d8771f1bb836f12da8ea59b37a43b8924577582ad61bb838b22", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated regressions that share only broad themes like import errors, tokenizer bugs, or runtime crashes. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44462 is the cleanest representative because it is a concrete, user-facing loader regression with clear scope and evidence; however, the set overall is too mixed to have a strong true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best standalone triage candidate: it describes a specific, actionable AutoTokenizer regression and is more representative of a real fixable bug than the other items here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different codepaths and failures: Wav2Vec2 save/tokenization problems vs a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "One is hidden tokenizer error handling when protobuf is missing; the other is leftover dummy classes leaking into API surface. Different bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization in post_init." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path slash import warning and tensor-parallel OOM are unrelated load-time issues." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different root causes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites: LwDetr loss under float16 AMP/CUDA vs flash_attention integration failing on s_aux=None." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count RuntimeError and a stale generate warning are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs recurrent-state reset in Qwen3.5 cache handling; not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are regression reports, but one is generation output drift and the other is tied-weight serialization behavior." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py AttributeError and Gemma4 PLE device mismatch are different failures in different subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient-checkpointing restrictions in eval are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure from mistral_common is unrelated to protobuf decode-error masking." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Sam3PixelDecoder Conv2d placeholder and RT-DETR memory release are unrelated model issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to DeepseekV3MoE behavior divergence." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization failures do not share the same underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "FeatureExtractor unsupported-arg crash vs video-input regression across Qwen VL models are different codepaths." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import_utils KeyError are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is a different tokenizer serialization/loading problem than ignoring tokenizer.json from the repo." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is not the same as Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Fine-grained FP8 model failure and quantized-model save failure are separate quantization bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-validation TypeError are different model-loading issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a CLIP model and SigLIP2 documentation example errors are not duplicates." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:44734|issue:45406", + "issue:10000|issue:15354", + "issue:43873|issue:45229", + "issue:44610|issue:45412", + "issue:43756|issue:45440", + "issue:43278|issue:43575", + "issue:42490|issue:43873", + "issue:45372|issue:45406", + "issue:43653|issue:44442", + "issue:43723|issue:44554", + "issue:41720|issue:45229", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:45440|issue:45593", + "issue:43761|issue:45859", + "issue:29942|issue:36010", + "issue:43278|issue:43329", + "issue:45103|issue:45372", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "2698eed21a90b76878ee95ffcda29e74321e4421ca179f6d239c391dd4a2c356", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35879, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose bundle of superficially similar issues across many unrelated models and subsystems. I found no true duplicate pairs worth merging; all soft edges are rejected.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active/open and broadly framed item, but the cluster is too heterogeneous to treat it as a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Both touch tokenizer/model internals, but one is runtime special-token post-processing and the other is a Gemma3 NaN embedding bug; different root causes." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder and bad outputs from SigLIP2 are unrelated model bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check and Wav2Vec2 save/tokenization failures are different code paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are in transformers serve, but one is KV-cache indexing and the other is a missing _tokenizer on Gemma4Processor; not the same bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models and failures: German DistilBert issue vs torch.jit GeneratorExp export limitation." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory, but quantized offloading and multi-GPU CUDA OOM are distinct failure modes." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch and RT-DETR memory release/leak are unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are different models with different fixes." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is not the same as quantization/offloading behavior." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 dependency import error and Gemma4Processor missing _tokenizer are different layers of failure." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer issues." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression and MPS attention correctness are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different models and symptoms: Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume checkpoint key mismatch do not share a root cause." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are unrelated processor bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model-specific issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "FlashAttention test failures and a GenerationMixin import error are not the same underlying problem." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Dtype mismatch during eval and undefined variables in multimodal token counting are different subsystems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 dependency imports have no shared code path." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP loading are unrelated runtime failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit image label handling and LayoutLMv2 tokenizer NER/padding crashes are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config and Qwen3-MoE sliding_window behavior are distinct issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count limit error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing Qwen2.5-VL export symbol is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "ImageProcessor label reduction and float16/CUDA loss crashes are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval guard are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different problem classes." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:43575|issue:43701", + "issue:42915|issue:43931", + "issue:43575|issue:44387", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:44464|issue:45491", + "issue:33357|issue:38175", + "issue:44964|issue:45440", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:44442|issue:45803", + "issue:28218|issue:29127", + "issue:43761|issue:44079", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:42907|issue:45698", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43761|issue:44188" + ], + "prepared_review_unit_hash": "7d45400c51f27cd25e5f6fe7c6e816cac33c5fa54e98e88ee9a22a66962747e5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports across different subsystems and models. None of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest, most cross-cutting regression report in the set, so it is the best fallback anchor if these are being forced into one cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general and reusable representative among otherwise disparate reports; it concerns a wide model-init regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different subsystems and failures: audio chat-template sample-rate default vs an image feature-extractor argument error." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "One is a tensor-parallel load OOM, the other is a resume_from_checkpoint key mismatch; no shared root bug." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes: FP8 config support vs weight-shape mismatch during loading." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tp loading and the other is int4 quantization memory growth; distinct causes." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated bugs: AddedToken keyword collision vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the concrete bug differs: Ministral-3 v5 RC failure vs sink-less models crashing on s_aux=None." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular Qwen3_5 is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model init regression is not the same as patchtsmixer-specific post_init being disallowed." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and token-embedding reinitialization are completely different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding behavior." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different model families and issues: CLIP MacOS bus error vs SigLIP2 zero probabilities." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Model loading regression for Phi-4 multimodal is unrelated to DeepseekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen variants is not the same bug as chat-template crashing on tool-call assistant messages." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are API/config inconsistencies, but they concern different fields and model configs with different fixes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare-except exception swallowing are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing bug vs LayoutLMV3 error-message clarity; no shared underlying code path." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states not returned from CLIPVisionModel.forward is a different bug from ModelOutput key assignment when a prior value was None." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different image/text model loading and interpolation-related classification failures." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load problems." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both concern loading, but one is a Llama 3.2 Vision-specific regression and the other is a broad base_model_prefix handling break." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate training/runtime behaviors." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch loading a Qwen3-VL model is not the same as incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity vs docs still referencing removed pipeline() APIs are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to Qwen3_5 recurrent-state reset with cache." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden-states behavior and attention-kernel divergence under torch.compile are different concrete bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43825", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45479", + "issue:45584", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:32090|issue:33290", + "issue:41628|issue:45372", + "issue:44568|issue:45479", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:44190|issue:44496", + "issue:44077|issue:44479", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:33290|issue:34689", + "issue:33290|issue:45656", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:43404|issue:43441", + "issue:43316|issue:43716", + "issue:44162|issue:44792", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:41950|issue:43475", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:42617|issue:43575", + "issue:43295|issue:44871", + "issue:33290|issue:36331", + "issue:33290|issue:35141" + ], + "prepared_review_unit_hash": "4c5832425fa4267ae1ebccd76fe3fc42ba092ff6bd0d6299cda13267ad03ca2d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36023, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated import errors, model/config regressions, pipeline bugs, training issues, and deepspeed/offloading problems. I did not find any soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43873 is the broadest, most central open report in the set and has the most inbound references; it is a better cluster anchor than the many narrow, unrelated symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most representative and actionable issue among a set of otherwise unrelated bugs, with multiple references and a general problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model APIs, but they concern different models and different failures: Gemma3TextConfig parity vs Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading during accelerate is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast errors and Deepspeed Adafactor OOM are different failure modes with different root causes." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages; they do not indicate the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion regression is unrelated to the degenerate zero-loss sequence-classification bug." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading regression for Llama 3.2 vision is not the same as a GenerationMixin import-path break." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id config mismatch are separate issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset-loading example issue is unrelated to an unrecognized model/config.json problem." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSTMixer post_init constraints and Qwen video-input regression are different model-specific bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and GPTNeoX rotary_pct reload behavior are unrelated config issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are different problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM under Deepspeed and Llama 3.2 vision model loading break are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention Deepspeed, but one is an OOM report and the other is double optimizer stepping; they are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen2_5_VL batched chat-template crash differ in code path and symptom." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API parity and granite_speech strict-config loading are different configuration bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "A tied-weights bug in Mistral3 conditional generation is not the same as a FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancies and image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "processor.tokenizer regression and pipeline translation-task messaging are different pipeline issues with different fixes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior has nothing to do with missing PyTorch import errors." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and SAM 3 Video missing attribute are different video-model bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos token inconsistency and Whisper empty-transcription failure are separate generation/tokenization bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script execution problem and an OOM when tensor-parallel loading Qwen2-57B are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "A processor/tokenizer regression and an eos_token_id config mismatch do not share the same root cause." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Deepspeed OOM with Adafactor and CustomTrainer kwarg incompatibility are different training issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and token-embedding reinitialization on post_init 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": 30, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41720", + "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46050" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43575|issue:43742", + "issue:43232|issue:43388", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44077|issue:44534", + "issue:44479|issue:44734", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44617|issue:45584", + "issue:43065|issue:44610", + "issue:44190|issue:44964", + "issue:43827|issue:43994", + "issue:43931|issue:44060", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:44792|issue:45600", + "issue:43335|issue:44855", + "issue:45127|issue:45357", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "4ca70e53f6df09f44b36a07851d031a91c140027f1a990c37af144e4c01067b3", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports spanning model loading, generation, multimodal preprocessing, and config/regression issues. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 44521 is the most active and externally referenced item in the set, and it describes a concrete, user-facing multimodal bug. It is the best representative of this mostly heterogeneous cluster, even though the other issues are not true duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 has the strongest signal for triage: open, active discussion, inbound references, and a narrowly described reproducible failure. It is the clearest standalone issue in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different Sam3 problems: a dummy Conv2d placeholder vs CUDA OOM in video inference. Same family, not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA merge/extended-vocab collapse; the other is Gemma 4 missing mm_token_type_ids defaults. Different code paths and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen multimodal video-input regression." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and MobileLLM config key error are unrelated load failures." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric label gathering are different utilities with different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading issues, but one is gguf/AutoTokenizer handling and the other is missing model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch is not the same as sinq quantization save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy pretrained-field loading for BEiT is distinct from wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in v5 chunked_prefill is different from Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden-states output regression and load-balancing-loss omission are unrelated model behaviors." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "A post_init policy change for patchtsmixer is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation regressions, but one is model video-input processing and the other is serving KV-cache tensor indexing." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are separate model-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and OmDet processor/model input-size mismatch are different vision bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in a training script is unrelated to Phi-4 multimodal model loading regression." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still mentioning pipeline() is not the same as Siglip2 producing bad outputs via AutoModel/pipeline." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warning are different configuration/model-structure problems." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A800 cudaErrorAssert during Qwen3 auto-device-mapping is not the same as the categories limit runtime error." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing/IndentationError and flash-attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is not the same as stale auto_mappings references breaking CI." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse layer creation on a single-layer SwitchTransformers model is unrelated to Python 3.13 decorator parsing." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse is distinct from Qwen3.5 visual encoder save_pretrained key regression." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange performance bug and Fuyu bare-except error handling issue are different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant-mask generation for multimodal templates is different from Qwen2.5-VL video vision_position_ids regression." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to the local dataset loading script 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": 31, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:43976|issue:44855", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:43650|issue:44220", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:45276|issue:45584", + "issue:45245|issue:45584", + "issue:44186|issue:44734", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44933|issue:45362", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:44734|issue:45632" + ], + "prepared_review_unit_hash": "1c8173452e0c45070dbbdbac39c31429a532bf00fe673c216f74646cfa332b5c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35852, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic group of unrelated Transformers issues. A few pairs share a broad theme (import errors, config validation, generation/token-resize regressions), but they do not look like the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:36246 is the broadest and most central import-regression report in the set; if a single issue must represent the cluster, this is the closest fit among the weak import-related matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36246 is the most representative user-facing breakage in the cluster, but only as a loose anchor for the import-error mini-theme; the cluster as a whole is too heterogeneous for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/runtime failures, but one is a package load/version issue and the other is a Python 3.13 parser failure in a different model path." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is about AutoTokenizer ignoring tokenizer.json; the other is about forwarding revision in list_repo_files. Same repo area, different bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "These are separate load failures: general Python 3.14 import breakage vs missing TensorFlow backend handling when only tensorboard is installed." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input validation versus transformers serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "One concerns patchtsmixer post_init handling; the other is strict config loading for granite_speech. Not the same underlying bug." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after token resize is unrelated to the trailing-slash local-model import warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is junk-filled non-persistent buffers; the other is GPTNeoX rotary_pct not persisting on reload. Similar persistence theme, different issue." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but they stem from different files and different regressions in GraniteSpeech vs auto_mappings." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to a local dataset loading failure in an image-classification script." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation bugs: Llama head_dim divisibility handling versus convert_rope_params_to_dict type handling for a JSON-loaded list." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc/example errors are not the same as local dataset loading failures in the image-classification example." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "An unrecognized model/config error is unrelated to the bare-except tensor conversion bug in FuyuBatchFeature." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The \"ADD THE DATA\" issue is not a concrete technical match for the fbank feature extraction bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default config construction when None is passed is different from a strict-schema field being dropped." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize behavior is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crashes are a different tokenizer bug than KV-cache continuation in serve." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression with images is not the same as Gemma4 resize_token_embeddings not affecting outputs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is a different bug from the stale num_return_sequences warning." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled failure on torch>=2.9 and the other is a wrong version check for AuxRequest import." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probability output and a dummy Conv2d in Sam3PixelDecoder are unrelated model issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A nonexistent import from image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is a different regression from Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are related to import behavior but not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import failures, but they are missing different names from different modules, so they should not be merged." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Token resize/output-embedding handling does not match the Whisper empty-transcription failure; different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:45563|issue:45584", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:41950|issue:44016", + "issue:42490|issue:45632", + "issue:43673|issue:44336", + "issue:43388|issue:43688", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:43335|issue:45593", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43299|issue:45357", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:43824|issue:44933" + ], + "prepared_review_unit_hash": "b05c1e06548bea61e714d57b20a7255fa958864141f7d39836788ad023539955", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated loading, config, generation, preprocessing, and training bugs. None of the soft pairs look like the same underlying fix, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical issue: the set is not a duplicate cluster, but a mix of separate regressions and feature bugs across different model families and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the broadest representative of the repeated version-regression / model-loading failures, but it is still too generic to serve as a real canonical for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one is a removed helper causing model code breakage and the other is a local-cache path collision. Different bugs and code paths." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading failures, but one is missing fields from AutoConfig with trust_remote_code and the other is an unrecognized model due to a missing model_type. Not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generation warning vs Whisper empty-transcription failure are unrelated generation issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal load failure. Different models and failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading bug vs stale auto_mappings reference to removed Sam3LiteText configs. Separate breakages." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal import/load problems affecting different classes and symbols; no shared concrete code path." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as FlashAttention load failure for Ministral-3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup bug vs a notebook syntax error. No overlap in underlying issue." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both mention local-model loading, but one is a trailing-slash import warning and the other is a trust_remote_code cache key collision. Different root causes." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression vs ANSI color output in loading_report. Unrelated subsystems." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels vs auxiliary-loss normalization. Different training bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs removed auto_mappings config references. Different areas and fixes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs fbank feature extraction issue. Not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer / image-to-tokenizer regression vs resize_token_embeddings not updating decoder embeddings. Different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT fast image processor label reduction bug vs documentation mismatch in text classification pipeline. Not duplicates." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in an extras install vs a vague dependency issue. Too generic and not clearly the same defect." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs D-FINE auxiliary-loss omission. Different models and logic." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config problem vs PIL backend incorrectly requiring torchvision. Separate failures." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression vs Qwen3.5 save_pretrained checkpoint corruption. Load-time and save-time bugs are different." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling vs tie_word_embeddings warning. No shared underlying issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs D-FINE loss handling. Unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores vs model-type/config loading failure. Different artifacts." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5/3.6 multimodal config loading regression vs incorrect visual encoder keys on save_pretrained. Related family, but different concrete bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure. Different subsystems." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type / unrecognized model vs AutoModelForCausalLM.from_config not unwrapping text_config. Related configs, but not the same failure." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue vs PEFT version requirement bump. Not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor lookup bug vs broad remote_code regression. Same library, but different concrete code paths and symptoms." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load balancing loss omission vs mm_token_type_ids defaulting. Different model-training behaviors." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import symbol vs a broad report of many import errors after upgrade. Too coarse to treat as one exact bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal config defaulting bug vs Llama4Config missing pad_token_id. Different config classes and fields." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing exported Qwen2_5_VL symbol vs nonexistent image_utils import. Both are import errors, but not the same symbol or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:43577|issue:45216", + "issue:44016|issue:44062", + "issue:32090|issue:35141", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:43976|issue:44279", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:44261|issue:44263" + ], + "prepared_review_unit_hash": "1eed8f9f147ce4d490027128c20218ca1d2fc0c1742e2f917ab23ea31970249a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35562, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated regression reports across tokenizers, vision/video processors, quantization, docs, and model-loading paths. None of the soft-similarity pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the items span many different subsystems and concrete failures rather than one underlying bug.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "If one issue must represent the cluster, issue:45812 is the strongest candidate as a clear, high-impact tokenizer regression with broad model impact; still, it is not a true cluster-wide canonical because the rest are mostly unrelated.", + "best_pr_reason": "No pull requests are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: flex_attention on torch>=2.9 versus tensorboard/TensorFlow backend setup." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup bug and Gemma4 device-mismatch bug are unrelated code paths." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different root causes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is a dtype-loading issue in BLIP2; the other is a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are distinct problems." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu_broadcast TypeError is unrelated to token embedding resize/reinit behavior." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are completely different symptoms and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 multimodal example failure and the other is a TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading regressions for different architectures; no shared underlying bug is evident." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder issue text versus AttentionInterface behavior change; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and a PEFT minimum-version bump are not the same underlying problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "These are separate tokenizer regressions affecting different APIs and models." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Repository tokenizer precedence and Mistral regex patch crash are different tokenizer-loading defects." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue and specific model-load failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression is not the same as a dependency-version complaint." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video pipeline bug and placeholder issue text do not match." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch and AutoTokenizer ignoring tokenizer.json are different serialization/load bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is assistant-mask generation and the other is rope index scaling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different issues." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug is unrelated to a dependency issue." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo maintenance, but one is stale auto_mappings references and the other is leftover dummy classes; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model save failure and dequantized-model device_map offload load failure are distinct paths." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embeddings/weights, but one is device-dependent serialization and the other is Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and Gemma4 zero3 from_pretrained are different save/load problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save regression and performance slowdown after upgrade are not duplicates." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon precision bug and torch.split return-value issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:44987", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:44016|issue:44291", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:43262|issue:44521", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:44336|issue:44485", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "8e03c169ea950807615abc43bd3f7a78c2832ad738636d6a2049a5eaab428f21", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, model-specific loading failures, tokenizer issues, docs problems, and performance/import bugs. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44521 is the best representative issue because it is open, has the most inbound references and discussion, and describes a concrete user-facing apply_chat_template regression with multimodal inputs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest global issue candidate: clear repro scope, broad user impact, and the highest signal for follow-up triage within this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different subsystems: BigBirdTokenizer special-token decode vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention-related terms, but one is a Ministral FlashAttention loading regression and the other is a compiled flex_attention failure on newer torch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "One issue is effectively unspecified ('ADD THE DATA'); the other is a specific chat-template crash with tool calls and empty assistant content." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 model breakage are different code paths and different failure modes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-map/forward device mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to D-FINE denoising/aux-loss behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and failures: CamemBERT masked-LM predictions vs Deepseek tokenizer output changes." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model in v5 and a TensorFlow backend import error from tensorboard-only installs are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores does not match the Siglip2 inference correctness regression." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and undefined tf backend error are separate dependency/import issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax problem is unrelated to init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention divergence and ANSI codes in loading_report are completely different issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch and gemma-4 zero3 from_pretrained are separate serialization/loading bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is CLIPVisionModel hidden_states propagation." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model/config issues." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are not the same underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a default sampling-rate mismatch in audio processors and the other is zeroed assistant masks for multimodal inputs." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different config-loading failures: missing pad_token_id on Llama4Config vs trust_remote_code returning missing fields." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python-version compatibility for Transformers 5.1.0 are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output formatting in loading_report and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5-35B chat crash are distinct runtime problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and slow import performance are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/v5, but one is a LoRA compatibility break across versions and the other is a model-loading regression for Qwen3VL MoE; too different to merge." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission with output_router_logits=False is unrelated to D-FINE denoising/aux-loss behavior." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration and gemma-4 zero3 from_pretrained are different loading-time failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import performance and unrecognized model config are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated concerns." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors and _torch_extract_fbank_features() are different pipeline/feature-extractor bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43526", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:42886|issue:46132", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:45081|issue:45362", + "issue:44295|issue:44749", + "issue:45412|issue:46123", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:43232|issue:44336", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:45987|issue:46082", + "issue:45292|issue:45584", + "issue:44496|issue:45003", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "e4273d3af3c6dbab9cbefcf169e4d9350f5550bc4dbb8de7143060cc07f8578a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue reports across different model, tokenizer, config, generation, and deepspeed paths. I did not find any pair that clearly describes the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43824 is the clearest, most concrete user-facing breakage in the set and has comparatively strong discussion/reference activity, making it the best single representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is a well-scoped failure report with a specific import symptom and enough activity to serve as a useful anchor for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules and appear to stem from unrelated export/version issues." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`) with no evidence of the same code-path or fix." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing top-level model export; the other is a Python version compatibility report. Not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a model-specific unsupported-warning issue while the other is a generic Flash Attention topic; not enough to be the same concrete change." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python version support failure vs model loading failure; unrelated symptoms and likely unrelated fixes." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache/chunked prefill issue and removal of `is_torch_fx_available` breaking remote-code models are different code paths and failure modes." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading bug vs behavior change in `AttentionInterface.register`; no shared underlying bug." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss omission and an AMP/CUDA crash in RT-DETR are unrelated model-loss issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma EOS config mismatch are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Tokenizer regex patch crash and Qwen chat crash are different failures in different subsystems." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position buffer access error and post-upgrade tokenization slowdown are not the same underlying bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release issue for RT-DETR models and a final-partial-batch pipeline bug are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 multimodal token-type defaults are distinct model-specific issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression and `resize_token_embeddings` not updating output embeddings are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch in a pipeline vs unsafe `sys.modules` access in modeling utils; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Import export failure and DeepSpeed ZeRO3 BertModel index error are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update bug and ANSI code output in loading report are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and stale warning emission are separate testing/utilities issues." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug and unsafe module lookup are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different configuration/runtime issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe `sys.modules` access are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one is a loading failure for granite_speech and the other is a missing-field warning/strip issue for a different model family." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure on a specific repo and protobuf-related tokenizer error masking are not the same underlying problem." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize/output mismatch and version-dependent tokenization changes are distinct issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict field handling in Qwen3_5MoeVisionConfig and failure to unwrap `text_config` in composite multimodal configs are different config bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is a Qwen3 MoE weight conversion issue and the other is a ZeRO3 deque underflow; different concrete failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug and import slowdown are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 token-type defaulting are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46132" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44466|issue:45335", + "issue:44368|issue:45563", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:45003|issue:45561", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:44060|issue:44077", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:43475|issue:45381", + "issue:44038|issue:44623" + ], + "prepared_review_unit_hash": "4dc8ff955dc56ab2ecc1cfb2de146fe88a9d3bfd0aa082e13b4e38d7c712a06c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36815, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues mostly share a loose Transformers/v5 regression theme, but the soft pairs are not the same underlying bug or change. They span distinct model families and distinct failure modes, so none should be merged as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the best cluster representative because it is the broadest, most central v5 breakage report and touches core model initialization rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest overall triage anchor for this cluster: it is a generic Transformers 5.0.0 regression report and best captures the broad upgrade-breakage theme present in several nearby issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 problems: a dummy Conv2d implementation vs a model-type mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video issues, but they describe different model families and different crashes." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a from_pretrained failure and the other is an optimizer-step duplication bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different tokenizer/model bugs with no shared concrete code path." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Distinct runtime failures: stale cache on second forward pass vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same broad Qwen3.5 label, but one is a tie-weights warning and the other is a flash-attention generation bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Related to embeddings/tied weights, but one is serialization behavior and the other is resize_token_embeddings not propagating." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A warning about tied embeddings is unrelated to a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation/cache, but they affect different paths: chunked_prefill cache state vs /v1/responses tensor indexing." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Completely different areas: DeepSpeed ZeRO3 deque underflow vs stale auto_mappings config references." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access and pytest-xdist capture-file races are unrelated bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tie-embeddings warning." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different configuration/warning issues in different models; no shared concrete bug." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing image_utils import and protobuf decode-error handling are separate tokenizer/import issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is tokenizer_config metadata mismatch and the other is processor file omission." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are different tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to a broad performance slowdown after upgrading to 5.3.0." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are separate API/config issues." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A generic v5 custom-model-init regression is not the same as the ESM2-specific breakage report." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache failure and docs still referencing removed pipeline() are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "GGUF loading failures and unsafe sys.modules access are different code paths and symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and double optimizer.step() with DeepSpeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade is not the same as optimizer stepping twice." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown regression and a Qwen3.5-Moe from_pretrained error are distinct issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF loading failures are opposite directions of a different serialization pipeline." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is sync_gpus kwarg handling and the other is chunked_prefill cache missing." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "An ImportError for missing PyTorch and a Sentence Transformers loading hang are not the same failure." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report placeholder vs a specific Gemma-4 ZeRO3 loading problem." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different video-model regressions in different architectures; no shared concrete root cause is evident." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading under v5 and processor.save_pretrained missing files 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": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123" + ], + "soft_pairs": [ + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44964|issue:45137", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:42222|issue:45200", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:43901|issue:45561", + "issue:42898|issue:44568", + "issue:43065|issue:46123", + "issue:30990|issue:35141", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:42898|issue:45812" + ], + "prepared_review_unit_hash": "e7424250f83812cca163dc2ae20e5227eacd0dfedaec375cf5d56c506a97d4cd", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37241, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated issues. Only two soft edges look like true duplicates: the Qwen3.5 MoE from_pretrained regression (issue:45310 / issue:45478) and the Qwen3ForCausalLM VRAM leak (issue:42673 / issue:43704).", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue cleanly represents the full cluster because it contains several unrelated subgroups (Qwen/MoE loading, import errors, tokenizer regressions, testing infrastructure, etc.). If a representative anchor is needed, issue:45310 is the strongest one because it has an exact duplicate and a concrete model-loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the whole cluster; the set is too heterogeneous for one issue to serve as the umbrella representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different failures: SAM3 vision output attribute error vs trust_remote_code config field loss." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: Gemma4 attention mask construction vs pipeline final-batch result dropping." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols/modules and different breakages." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different model/component issues: SAM3 attribute access vs tokenizer mapping/model registration." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Completely different bugs: tokenizer regex patching vs auto-docstring annotation handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but not the same bug; one is a missing config field, the other a from_pretrained regression." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id are distinct problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but they describe different concrete failures and code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same underlying bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports; no shared concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained behavior." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: FP8 save_pretrained vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to AutoImageProcessor import failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend installation bug vs leftover dummy class cleanup; different scope and fix." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad model family, but different model/version and different reported failure." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading incompatibility vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading issue vs pytest-xdist file race; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask bug vs MoE router-loss bug; different subsystems and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Testing-utils file race vs removed Sam3LiteText references; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync issue vs Janus image-generation test failure; no shared underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation mismatch for pipeline args vs xdist worker file race." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs add_special_tokens BOS/EOS regression; different issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv vs pipeline batching bug; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinit on resize are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation state update bug vs torch.compile attention-kernel branching divergence." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Kernel divergence vs docstring typo; not the same change." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained file omission and Qwen3.5 MoE from_pretrained error are distinct." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype drift vs ZeRO3 deque error; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Cleanup flag regression and Granite token-id regression are different tokenization bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The packet supports the analyst\u2019s main point that this cluster is heterogeneous, and the soft-edge judgments stay conservative. The only clearly duplicate pair in the packet is the identical Qwen3ForCausalLM VRAM leak pair (42673/43704), and the Qwen3.5 MoE issues 45310/45478 also share the same title and likely same bug, which is grounded. I don\u2019t see any overstatement in the rejected soft edges." + }, + "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": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43479", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43673|issue:44188", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44190|issue:46082", + "issue:43479|issue:44869", + "issue:45245|issue:46132", + "issue:44206|issue:45103", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:30333|issue:35141" + ], + "prepared_review_unit_hash": "14def1446b5db37d5b706190595e7e24a7ccebbe665af4c929efbe1ced08c6a0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38279, + "estimated_input_tokens": 9570, + "estimated_eval_tokens": 19396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated import, tokenizer, save_pretrained, training, or model-specific regression reports. I do not see any true duplicate pairs; the soft links are mostly broad theme similarity rather than the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 30333 is the most centrally connected item in the soft-similarity graph and is a broad user-facing regression report, so it is the best anchor if one must choose a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "30333 is the best overall issue representative here because it has the most weak links and reflects a general runtime/training failure, but it still should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but one is a sentence-transformers/nn compatibility error and the other is a missing Qwen2.5-VL symbol; different root causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing in serve is unrelated to the auto_docstring AttributeError under future annotations." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job reporting failure and DeepSpeed Adafactor OOM are different training issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is AutoTokenizer loading and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors, so not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models; same area, not the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method and a remote-code/meta-init incompatibility are distinct multimodal loading problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "One is a tied-weights warning on Qwen3-Next, the other is a missing tensor-parallel plan on Qwen3.5-MoE." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 output regressions, but one is tokenizer cleanup behavior and the other is Pegasus output drift." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered position_ids buffer and DeepSpeed double optimizer steps are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Image_utils export failure and dummy_pt_objects leakage are both namespace issues, but not the same module or bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend selection after pip install and a missing import from image_utils are different import/configuration problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained for MoE and tokenizer save_pretrained config mismatch are unrelated save paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version support regression and an image_utils import error are not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization and duplicate optimizer.step calls are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification results in an example script and local dataset loading failure are different example-script bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different serialization/training problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is processor artifact omission." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on training failure and a custom Trainer loss-signature change are separate training API issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different packages and symbols with different causes." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are different config-related bugs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting and Llama 3.2 vision model loading regression are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch and Qwen3.5-MoE from_pretrained failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained behavior and the 50GB max_shard_size question are unrelated save_pretrained topics." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import for AutoModel and MLflow reporting on failed training jobs are unrelated errors." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and embedding reinitialization after resize are unrelated training/model-state bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:43873|issue:44945", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:22355|issue:28282", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:43576|issue:43784" + ], + "prepared_review_unit_hash": "809c3e5f2e0822695bc9deda87d2f31ba31d7349e6832f4632c7c64dbadffebd", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35126, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 + }, + "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 regressions, import/load failures, tokenizer/config issues, and model-specific bugs. None of the soft pairs looks like the same concrete underlying problem, so I reject all candidate merges.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set for post-v5 import/load regressions, so it is the best cluster anchor even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most central high-level representative of the repeated import/loading failures, with the widest thematic overlap across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: generation kwargs after sync_gpus vs a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline parallelism are distinct bugs with different symptoms and fixes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a docstring issue; the other is a RoPE implementation bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in an indexer is unrelated to remote-code meta initialization incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different model families and failures: CLIP hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection and Gemma4Processor missing _tokenizer are not the same failure." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor.save_pretrained missing files are different save/load bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but torch.split return values and a missing ReLU are distinct defects." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "A batched processor padding crash is unrelated to an auto_docstring AttributeError from future annotations." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Incorrect default vision/audio subconfigs and junk non-persistent buffers are different initialization problems." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading from pretrained and an eos_token_id mismatch are different tokenizer/config issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta initialization incompatibility is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized models, but dequantized-model save failures and sinq save/load breakage are not the same code path." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and SIGLIP2 zero probabilities are unrelated symptoms." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "FlashAttention-3 training degeneration and NaNs after checkout/init are different training/init failures." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm precision error is unrelated to remote-code meta initialization." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different failure sources." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 from_pretrained errors are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime torch.split bug and a wrong docstring are not the same issue." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch dependency are separate import/dependency failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe behavior in v5 are different problem reports." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer behaviors." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output errors and Qwen3_5 image-specific infinite loops are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Missing huggingface_hub import and broad post-upgrade import errors are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different lifecycle failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are distinct tokenizer issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken transformers env command and a sentence-transformers import NameError are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:43550|issue:46132", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:43723|issue:44779", + "issue:43723|issue:44442", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:43784|issue:45600", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43232|issue:45245", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "8c076c5d6e7b61af4a6a72de8ea95cd7b5554cb459d1591e897222059303b87a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36645, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a loose semantic cluster of Transformers issues around v5 regressions, imports, tokenizers, and multimodal/model-loading behavior rather than one duplicate bug. The soft pairs mostly share broad subsystem vocabulary but describe different concrete failures, so they should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both concern loading/registry paths, but one is about TOKENIZER_MAPPING_NAMES returning None and the other about AutoProcessor kwargs not reaching cached_file; different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior; same broad ML library, different bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as NaNs in classification heads upon checkout/init." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and a torch.split indexing issue are unrelated runtime behaviors." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading stall and a MacOS bus error with a CLIP model are different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile SDPA training bug and AttentionInterface.register changing registered-function behavior are distinct issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs propagation is not the same as apply_chat_template crashing on assistant tool-call messages." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading position_ids after buffer registration; the other is tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision discussion and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models differs from incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior change across versions is different from a processor crash on batched chat templates with padding=False." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch and Qwen3-Next tied-weights warning are separate model-specific bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import and many import errors after upgrading are related only at a very broad API-break level, not the same concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading failure and DeepSeek tokenization regressions are both tokenizer-related but not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer loading failure and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are both loader problems, but they involve different tokenizer classes and causes." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/dequantization failure is unrelated to invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer math/kernel complaint and GLM-5 RoPE implementation discussion are not the same code-path problem." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError from latest transformers is different from auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "sam3_video vs sam3_tracker warning is a config/class mismatch, while the other is a missing fpn_position_embeddings attribute at runtime." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output changes across versions are not the same as assistant_masks being all zero for multimodal chat templates." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs sync behavior and a categorical cardinality limit error are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training with flash_attention_3." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label example script returning empty results is a different problem from mm_token_type_ids being required for text-only fine-tuning." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models is unrelated to loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility bug and tokenizer_class mismatch on save_pretrained are not the same issue." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are completely different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior across versions, but the DeepSeek case is a model-specific incorrect-tokenization regression, not the same as the generic version-difference report." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label classification results are different training/eval issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model save failure does not match gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are both import regressions, but they affect different symbols and components." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "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:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44351", + "issue:44380", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:43122|issue:44977", + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42222|issue:43441", + "issue:42831|issue:45753", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:44625|issue:46002" + ], + "prepared_review_unit_hash": "fa095073087b746d56832058e09ac996cdf80cf76348d6778ad3c0d4da42df31", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36424, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues, with a few loose theme overlaps around v5 regressions, tokenizer behavior, imports, and Qwen3.5. No soft pair looks like the same underlying bug/change strongly enough to merge.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report here: it explicitly summarizes multiple import regressions after upgrading to 5.5.0, making it the closest thing to a cluster-level canonical issue among otherwise mostly unrelated items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best standalone issue to anchor triage because it is the most general and could absorb nearby import-error reports; the rest of the set is too fragmented to serve as a better canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: Qwen3 tokenizer offset mapping vs a model load/import problem for sleng-bert. Same broad area, not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe runtime/load regression and FP8 save_pretrained behavior are different code paths and different symptoms." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping in Qwen3 tokenizer is unrelated to multimodal assistant mask generation in apply_chat_template." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing-import issues for different symbols ('is_offline_mode' vs 'HybridCache'); no evidence of one root cause." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for transformers.onnx is not the same as tokenizer adding an extra space after an added token." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "A general tokenization difference across versions is not the same as a flash-attention generation failure for Qwen3.5." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "One is an import-path failure; the other is slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are both tokenizer-related but not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weights in UMT5Encoder.from_pretrained is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation discussion do not describe the same failure." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check for flex_attention are different versioning issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are unrelated model bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral-3 flash-attention failure are different subsystems and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy issues are not the same as a Qwen3_5 image-triggered infinite loop." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper in GLM46VImageProcessorFast are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument handling and trainer.evaluate() failing after train() are different trainer bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Incorrect visual encoder keys in save_pretrained is a save-path bug, not the same as a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label behavior and pipeline() translation messaging/docs are separate issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to flex_attention import/version checking." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The specific layer_type_validation import failure may be thematically related, but there is not enough evidence to treat it as the same underlying bug as the broader import-error report." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache in chunked_prefill are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional attention-mask construction are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "A generic tokenizer-loading regression is not the same as a Qwen3 offset_mapping defect." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still mentioning pipeline() and a flex_attention import version check are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads 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": 42, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46002" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:42371|issue:44261", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "0539865eeb0343d01b36b7ce28ef6f75e5d28401660eaa2096115fd3504ca357", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35754, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, import errors, dtype/config issues, and unrelated runtime bugs. The soft edges are largely false positives; I would not merge any of these issue pairs as duplicates based on the available titles/metadata alone.", + "confidence": 0.42, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set, with an explicit version comparison (4.57.3 \u2192 5.0) and enough context to anchor nearby tokenizer-related reports. It is still not a duplicate of the others, but it is the best canonical issue among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best single issue to represent the cluster because it describes a general behavior regression rather than a narrow model-specific or import-symbol-specific failure. The rest of the set is too mixed to justify a tighter canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: tokenizer mapping lookup vs flash-attention crash on sink-less models. Same project area, not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared code-path: ONNX import/package issue versus a LayoutLMv3 error-message clarity problem." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and pipeline-parallelism output corruption are distinct runtime problems." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is wrong offset mappings and the other is DeepSeek tokenization mismatch in v5; not clearly the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and flash-attention generation issues are separate code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and missing-torchvision AutoProcessor crash are different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crashing are different tokenizer failures with different triggers." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different breakages." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak under multiple dataloader threads is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are distinct model-loading issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention 3 training degeneration and save_pretrained checkpoint regression are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and PretrainedConfig type-checking are different regressions." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping correctness and runtime post-processor updates for special tokens are separate tokenizer behaviors." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default question and Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and tensorboard-without-TF backend detection are unrelated failures." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_tracker type warning and MobileLLM key error are different model/config issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and missing model_type in config.json are different loading/validation errors." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package-extras backend installation issue and broken VitPose models are not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic v5.3 incompatibility and the other is a Qwen3.5 streaming-specific failure." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Phi-4 multimodal loading failure and broad import errors after upgrade are different problems." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer step called twice with deepspeed are separate optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer regressions in v5, but one is wrong decoder type and the other is changed tokenization output; not enough evidence they are the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bf16 compile warning and BLIP2 dtype remaining float32 on load are distinct dtype issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing configuration_utils export and _torch_extract_fbank_features issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:42673|issue:43906", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:44117|issue:44987", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:44704|issue:45103", + "issue:44261|issue:44485", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "efd0dbeaab1214be70027eb5c17702e25cef290c24bc7af47e0e8ff41d315e78", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37355, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: the soft pairs share superficial Transformers/loading/model-family vocabulary, but they do not describe the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the clearest standalone bug here: a core API contract violation where `local_files_only=True` is ignored and requests are still made.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different failures: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated topics: save_pretrained shard sizing question vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Tensor split return handling in GLM MoE code is not the same as a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method and an rms_norm_eps precision issue are different code paths." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config flag warning is unrelated to unexpected `position_id` keys at load time." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for `AutoImageProcessor` and a PretrainedConfig type-checking regression are not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Float32 warning on bfloat16 compile is different from a model-type mismatch warning." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is not the same underlying issue as protobuf-related tokenizer error masking." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking breakage and missing-TensorFlow backend handling are separate problems." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is an inference/load failure and the other is degenerate training; not mergeable as one fix." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A Qwen3ForCausalLM VRAM leak in dataloader threads is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leakage and flash-attention generation failure are different concrete symptoms and code paths." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Weight-shape mismatch on one Qwen3-VL model is not the same as a Qwen3-VL-Moe v5 bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config-flag removal and gguf_file loading failures are distinct regressions." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to config type-checking." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a physical-intelligence loading failure are not the same failure mode." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallelism output corruption are separate issues." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Two different warnings about two different config fields; no shared root cause." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing `get_number_of_image_patches` and a `torch.split` return-value bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision is not the same as a save_pretrained shard-size question." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules/packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states in distributed training is not the same as Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed embedding-tie config and post-save quantized model breakage are different bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate ImportError reports for different symbols; no shared underlying fix." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing layer projections and a missing config field silently dropped by strict parsing are different problems." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "`AddedToken` keyword duplication is unrelated to tokenizer mapping assumptions in from_pretrained." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multi-threaded loading is unrelated to Gemma 4 needing `mm_token_type_ids` defaults." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and qwen3next missing projections do not share the same code path." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight mismatch and missing attention projections are different loading/model-definition issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision and GLM-5 RoPE implementation are separate model bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring `local_files_only` is not the same as a missing `embed_tokens.weight` in UMT5Encoder." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44964", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46123" + ], + "soft_pairs": [ + "issue:44964|issue:45341", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43066|issue:43906", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45372", + "issue:43986|issue:45341", + "issue:45341|issue:45588", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43792|issue:46123", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:43673|issue:46123", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:44483|issue:45381", + "issue:43299|issue:43867" + ], + "prepared_review_unit_hash": "93cbcd20a8d85f3ba8db5221f3ab19b5f98cd5f3d87f0187e494c7b8e9c664f9", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of Transformers issues, not a duplicate cluster. None of the soft edges look like the same underlying bug or change, so all should be rejected. If one issue must represent the group, the local_files_only regression (43502) is the strongest standalone candidate because it is well-scoped, well-discussed, and broadly user-visible.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43502 is the clearest high-signal report in the set: concrete repro, broad user impact, and strong discussion/inbound reference activity. It is the best single representative if a canonical issue is required.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the most actionable and generally useful issue to keep as the cluster representative; its problem statement is clearer and more reusable than the more model-specific regressions around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated failures: Phi-4 multimodal loading vs a testing_utils bug." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: test utility bug vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated regressions: missing tie_embeddings_and_encoder_decoder docs/behavior vs quantization offloading." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different subsystems: video-model AutoProcessor crash without torchvision vs tokenizer mapping None handling." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "No evidence of the same bug; one is a tokenizer decoder mismatch, the other is only an isolated reproduction of a separate issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a small testing_utils bug are not the same underlying problem." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: AutoProcessor/video-model import crash vs chat-template crash on tool-call assistant messages." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utils, but one is a generic bug and the other is a specific xdist race on captured_info.txt; not the same concrete issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing dependency/import paths: torchvision-related video-model loading vs mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash and a testing_utils bug are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing-utils bug vs flash_attention s_aux=None AttributeError are different code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and Pipeline save_pretrained behavior are distinct issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model-specific training bugs: xLSTM training blockers vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight on load and max_shard_size default are different save/load concerns." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning emitted for bfloat16 compilation is not the same as a Bamba torch.compile functional failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they concern different models and different config mismatches." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 infinite-loop image bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model save failure after dequantization is not the same as saving Pipeline objects." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper model runtime failure and MaskGenerationPipeline partial-batch dropping are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained support and Qwen3.5 Moe from_pretrained loading errors are not the same change." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions API rejection and Qwen2_5_VLProcessor chat-template batching crash are different failures." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning during bfloat16 compilation is not the same as flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path trailing-slash import warning and bfloat16 PyTorch warning are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and MaskGenerationPipeline last-batch handling are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they are for different missing symbols in different modules." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support for Qwen3.5/Qwen3-VL-Moe are not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Layer type validation import error and local_files_only API leakage are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions endpoint behavior and assistant tool-call chat-template crashes are different problems." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIPOutput attentions assignment regression and CLIPVisionModel hidden_states regression are distinct CLIP bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat API rejection and qwen2.5-vl vision_position_ids being wrong are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL Moe loading breakage and a state_dict-sorting load error are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:36683|issue:43475", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:43867|issue:45216", + "issue:43611|issue:44655", + "issue:43502|issue:44485", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:44380|issue:46132", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43352|issue:45478", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:36683|issue:44117", + "issue:43618|issue:44380", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "d5b27f0d02185bbaf4252dbe0a40f326652813802f1147e8d22ae1d4de9bb4eb", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37557, + "estimated_input_tokens": 9390, + "estimated_eval_tokens": 19036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft pairs are mostly lexical matches rather than true duplicates, so I reject them all. The best representative issue is the broad, high-activity report about slow `import transformers` behavior.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44246 is the broadest and most actively discussed report in this mixed set, so it is the best representative issue even though the cluster does not contain a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 has the clearest general user impact and highest discussion signal among the issues here, making it the most useful anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are AttributeError reports, but they concern different model configs and missing fields (`vocab_size` vs `fpn_position_embeddings`) in different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "One is a docs mismatch for `return_all_scores`; the other is a `save_pretrained` serialization failure for pipelines. Different bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized-model saving and pipeline saving are separate failure modes, not the same underlying save bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both mention Gemma4, but one is about embedding resizing and the other about attention-mask construction; different concrete code paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support gating for Nemotron and GLM-5 generation config validation are unrelated issues." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "These are different import failures from different packages (`transformers.generation` vs `huggingface_hub`)." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is about cleanup-space behavior and the other about decoder type selection." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "One is a load error with sorted `state_dict`; the other is an incorrect checkpoint produced by `save_pretrained`. Different directions and causes." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with `base_model_prefix` and saving pipelines are unrelated regression areas." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "`local_files_only=True` network requests and GLM-5 RoPE discussion are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is a config-sync bug; Gemma4 bidirectional attention is an attention-mask bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are model/config issues, but one is attention-mask semantics and the other is head-dimension validation for LlamaConfig." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute errors, but they involve different models and different absent fields." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A `torch.split` result handling bug in one MoE component is not the same as a broader DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions assignment and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling and `AttentionInterface.register` behavior changes are different attention-system issues." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of a prior issue and a Qwen3_5 infinite-loop image bug are not the same failure." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL model loading failure and Qwen3_5 generation infinite loop are distinct bugs in different scenarios." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing `vocab_size` and missing load-balancing loss are unrelated model/config vs training-loss issues." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "`Gemma3Config.vocab_size` missing and `glm-4v-9b` loading failure are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support on Nemotron and Python-version compatibility for Transformers 5.1.0 are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE `from_pretrained` errors are different checkpoint-loading failures." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Ministral FlashAttention failure and GPT2 attention scaling are different model/backend bugs." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "These both mention attention, but one is unsupported FlashAttention for a model and the other is incorrect scaling behavior under specific backends." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different reported failures; not the same underlying bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A sorted-state_dict load failure is unrelated to a missing Qwen3_5 vision config field." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python-file errors and a Python 3.13 TorchScript parsing/IndentationError are different import-time problems." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 backend attention-scaling and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time `import *` slowdown and intermittent `import transformers` slowness are performance-related but not the same concrete issue." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "A missing config attribute and a tokenizer-mapping `None` assumption bug are different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing attentions assignment in CLIPOutput is not the same as GPT2 attention scaling behavior." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is flaky tests due to missing seeds; the other is a pytest-xdist race on a captured-info file." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Both are v5 regressions, but one is an API removal around embedding tying and the other is a model-specific FlashAttention support error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer state/params under FSDP2+PEFT and a cache-strategy typo are completely 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": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:42490|issue:44075", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44655|issue:44938", + "issue:42890|issue:44964", + "issue:44938|issue:45071", + "issue:43618|issue:44077", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:43502|issue:44961" + ], + "prepared_review_unit_hash": "1884494ffd82f0e5848194e84900f0930227f5c87a04078a70046e885f623916", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37091, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous issue cluster with several small loading/import/version-regression subthemes, but no single underlying bug that cleanly unifies most items. I would treat it as mostly non-duplicate noise rather than one duplicate cluster.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44938 is the broadest user-facing loading/import regression among the items and is the closest thing to a representative problem; however, the overall set is still too heterogeneous for a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44938 is the best representative only because it is a generic runtime-loading failure; it is not a true umbrella for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different failures: sorted state_dict load error vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/platform load failures, but they target different Python versions and different failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both involve from_pretrained errors, but on different models and different missing/invalid keys." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM while loading a large model; same area, not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local-path import warning and unused SGD args are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "FSDP/PEFT optimizer-state issue and pipeline save_pretrained failure are different code paths." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different bug classes." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load failure from sorted state_dict is not the same as max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attention assignment and a float16 AMP crash are different problems." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving pipelines and Python 3.14 import failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing set_seed and a model-loading regression are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking regression are distinct." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test issues, but they concern different tests and different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seed flakiness and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local_files_only network leakage and AddedToken argument collision are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A flaky integration test and a small testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but they are different missing symbols and not clearly the same code-path." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained and missing _tp_plan for tensor parallelism are different features and failures." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is from_pretrained failure." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang and forward-doc confusion are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs and tokenizer-loading regression are different domains." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is TP planning and the other is a config-field omission." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory/OOM regression and reload-after-upgrade failure are separate symptoms." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decoration and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer load regression and checkpoint reload failure after upgrade are different problems." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API calls despite local_files_only and FP8 save_pretrained moe are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update decoration and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network requests with local_files_only and a miscellaneous issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45753", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44373|issue:44961", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092" + ], + "prepared_review_unit_hash": "001f759eee7e6f3ae3eb7651db5885c985a8f3f4c6f6370e9e47e08759c3a96a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38118, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely similar (imports, loading, v5 regressions, Qwen/FP8 themes) and do not look like the same concrete bug. The only strong duplicate I see is the old-checkpoint reload/meta-init regression pair.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 44556 is the broader, more actionable report: it describes the v5.2/v5.3 checkpoint reload breakage generally, while 45092 looks like a specific model-family manifestation of the same meta-initialization incompatibility.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the best representative issue because it captures the underlying failure mode at the right level of generality and is easier to route as a root-cause regression than the model-specific follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different problems: cache update no-grad decoration vs a vague complaint that v5 breaks many models." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue and a missing image-patch method AttributeError are unrelated bugs." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA ReLU omission are different code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file failures are not the same as PretrainedConfig type-checking breakage." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation references to pipeline() and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and different failure points." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve v5 model loading, but the titles indicate different model families and different breakage scenarios." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "The import error for is_offline_mode may be related to the env command, but the titles are too broad to \u092a\u0941\u0937\u094d\u091f\u093f the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no-grad decoration and a Python-version compatibility report are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different top-level export issues." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and broken env command do not look like the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwargs bug and an unrelated issue title are not duplicates." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline doc text are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import failure and compiled-file errors are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and a BeitImageProcessorFast label-reduction bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "RMS norm epsilon precision issue and DSA ReLU omission are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and a TensorBoard/TensorFlow backend error are not clearly the same root cause." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "The sys.modules access may contribute to lazy loading issues, but the titles are not specific enough to treat as the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is a model-loading bug and the other is missing tensor-parallel planning support." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL/5 issues: bounding-box output errors vs an infinite loop on a specific image." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a DeepSeekV4 weight-conversion question are not the same issue." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "An env CLI regression is not the same concrete bug as checkpoint reload failure for old models." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring wording and an unrelated issue title are not duplicates." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup and GenerationMixin cache missing are different changes/bugs." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config attribute error is not the same as a vague broad regression report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both describe v5 checkpoint-loading incompatibility for older checkpoints, with meta initialization as the shared failure mode; 45092 looks like a model-specific instance of 44556." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and stays conservative. The only accepted duplicate pair is well-supported by the titles as the same old-checkpoint/meta-initialization v5 reload regression, while the other pairs are rejected with appropriately cautious reasoning based on distinct issue titles." + }, + "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": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43827|issue:44492", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468" + ], + "prepared_review_unit_hash": "cd77a105a91aa0efa4721790bdeac531beeae4ade46e7d4e744c5cb1401beb9b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40618, + "estimated_input_tokens": 10155, + "estimated_eval_tokens": 20566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issues; the only recurring pattern is broad v5 regression reports, but none of the soft-edge pairs look like the same concrete bug/change. No PRs are present.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the clearest concrete regression report in the set (upgrade from 4.57.0 to 5.5.0 causing many import errors), so it is the best representative issue among otherwise scattered complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most actionable and specific issue here; issue:45850 is too vague to serve as the primary canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Both are v5 breakage complaints, but one is a specific missing config field and the other is a vague umbrella report; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen chat crash vs a broad \u201cmany models break\u201d complaint; no concrete shared failure mode." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to scheduler keyword handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse-sqrt scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch import/loading behavior, but one is intermittent slow import and the other is lazy loading malfunction; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version incompatibility and Qwen3-VL bounding-box output issues are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel model_init application are unrelated problems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error for Nemotron and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs scheduler kwargs bug; different features and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is not the same as an unspecified generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer/position_ids read error is unrelated to the generic report title." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and HybridCache import failure are not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression is unrelated to the testing_utils typo/bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache missing during chunked prefill and a cache-strategy typo are different issues." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression complaints, but one is specifically import errors after upgrade and the other is a general statement that many models break." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing method in a specific image processor is too concrete and different from a generic \u201cmany models break\u201d report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/VL symptoms and different model paths; not one shared bug." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation stale after pipeline removals is unrelated to scheduler kwargs propagation." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time cleanup and scheduler kwargs are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star removal and cache-strategy typo are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration and cache-strategy typo do not match." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading behavior are different features; no clear same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key crashes are different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "The generic report title does not establish the same concrete Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse-sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing pipeline() and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance and VRAM leak in multi-threaded dataloaders are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and Llama 3.2 model loading regression are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation issue about forward args is unrelated to flash_attention_utils import failure." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application and remote-code meta-initialization incompatibility are different problems." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio encoding are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak across threads and RoPE implementation are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a deepseekv4 weight-conversion question are not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and processor.save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value discussion in GLM-MoE DSA indexer is unrelated to Gemma-4 audio positional encoding." + } + ] + }, + "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": 49, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44360", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468" + ], + "soft_pairs": [ + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44360|issue:44998", + "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": "735e7a547911718a98bf0f9d41f7a9e3b6c249b74ca5d568b695cdc034ce457c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1543, + "serialized_chars": 796418, + "estimated_input_tokens": 199105, + "estimated_eval_tokens": 398466 + }, + "budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 19, + "serialized_chars": 19210, + "estimated_input_tokens": 4803, + "estimated_eval_tokens": 9862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy soft-similarity matches across unrelated issues rather than true duplicates. The only semi-coherent subgroup is around loading/regression issues, but even there the concrete bugs differ.", + "confidence": 0.31, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous. If one anchor is needed, 31515 is the most connected issue and best matches the broad loading/regression theme shared by several neighbors.", + "canonical_pr_reason": null, + "best_issue_reason": "31515 is the best representative anchor only by connectivity: it links to multiple other loading-related reports, while the rest of the cluster is too mixed to serve as a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch in bark-small vs Gemma4 audio positional encoding. Same broad area, not the same fix." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue in MLA q_a_layernorm is unrelated to Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5, but one is a general behavior change and the other is a specific wrong decoder type bug. Not the same concrete issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated placeholder issue title; no shared underlying code path." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError and apply_chat_template tool-call crash affect different parts of the stack." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to the tied-weights list AttributeError." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is unrelated to the other issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance cleanup and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weights handling are different bugs." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to the other issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are different failure modes and code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/MoE support request is unrelated to missing processor.save_pretrained files." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to the other issue." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained checkpoint slowness and tensor-parallel training bug do not share the same concrete code-path." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading-performance issue and documentation confusion in model.forward are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/MoE and a Qwen3.5 from_pretrained error are different issues, even if both mention Qwen models." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness and tokenizer loading regression are distinct bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 Qwen3-VL/MoE support are unrelated feature/bug reports." + } + ] + }, + "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": "8579832271acaf4cfd962e58ae08d6d6e7462f9f160391312ed8f4889fce24eb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about Tapas tokenization mismatch, one about a bad auth-related error when downloading a private model, and one about failing to load bert-base-uncased. They touch different failure modes and likely different code paths.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 16618 is the broadest user-facing model-loading report, but it is not a true canonical duplicate target for the others because their symptoms and causes differ.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues appear to represent the same underlying bug, so there is no strong canonical issue candidate for deduplication.", + "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 bert-base-uncased loading failure is a model-loading issue; they do not describe the same bug or code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download auth/error-message handling is unrelated to the bert-base-uncased load failure; they may both involve model loading but 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": 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": "264523cde81a9569360d06db6f6120d14813742c19f4210b699d0986be3dcd15", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one request is for Flash Attention 2 support across more architectures, the other is for GGUF support across more architectures. They share a templated \u201ccommunity contribution\u201d framing but target different features and code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying changes: Flash Attention 2 support vs GGUF support. Similar wording and broad architecture-expansion theme are not enough to treat them as 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": 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": "f0ffcb9ea248f57a33d394fa67cbb2e29215f441b9b4017b08ea64a067cb099f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6440, + "estimated_input_tokens": 1610, + "estimated_eval_tokens": 3476 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6440, + "estimated_input_tokens": 1610, + "estimated_eval_tokens": 3476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are translation-request issues for different languages, not true duplicates. The near-identical generic titles are template-like and not enough to merge the issues.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster mixes concrete Turkish/Spanish translation requests with placeholder/template issues that do not clearly refer to the same underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "None is a strong canonical representative; 43834 is only the closest template-like match, but it still shouldn't subsume the language-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request; only shares the same template wording." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request; no evidence they are the same language or same work item." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic template text; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic template text; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request; same template language only." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request; same template language only." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template text, but no evidence they are the same concrete translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template-like similarity is not enough to merge; underlying language request is unclear." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Nearly identical template wording, but they still may correspond to different language requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 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:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "88016f64dcf789326a4fbc7e75c2c4038920c662b4f8c29cf347c937c587ef4e", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a collection of generic model-addition requests across different architectures and modalities; the overlap is topical, not duplicate-level. I found no soft-edge pair that looks like the same underlying change.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43671 is the best representative hub for the cluster: it is a concrete model-support request and sits near the center of the similarity graph.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent this set, issue:43671 is the most central and generic among the model-addition requests; none of the others are better duplicate anchors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and use-cases; only the wording 'add model' is shared." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are unrelated changes." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are different model additions, not the same bug/change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models with different implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model request is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families; one is object detection, the other is sparse transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are separate model requests with different code paths." + }, + { + "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 vs weight-sparse transformer are not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different architectures and tasks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models; no shared concrete fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different additions." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and OpenAI weight-sparse transformer are unrelated model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model-architecture requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model families and implementation paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models with no shared concrete bug/change." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE coverage overlap only at a high level, not as the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE support and Voxtral TTS are not the same code-path change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and would not merge into one PR." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are separate model-support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to adding a weight-sparse transformer model." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model architectures and tasks." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model support requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated models." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but still different model integrations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are separate model requests with different implementations." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and tasks." + } + ] + }, + "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-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "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": "9bbb484eeb1d81c2d258ef25bd36ce1657101ef9e60501a994acf2850febf82c", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues cover distinct bugs across unrelated models/features, and none of the soft pairs look like the same underlying problem. The broadest/general report is the loss-kwargs issue (#43240).", + "confidence": 0.92, + "canonical_issue_reason": "#43240 is the most general and reusable bug report in the set: it describes a concrete framework-wide failure to forward kwargs into loss calculation, with downstream impact beyond one model.", + "canonical_pr_reason": null, + "best_issue_reason": "#43240 has the strongest triage value because it is actionable, has inbound references, and describes a clear code-path bug rather than a model-specific typo or wording issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization-related terminology, but one questions whether a model layer should be RMSNorm while the other is only about a type-hint on a config field. Different bug classes and code paths." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is about an unused ignore_value in Mask2Former, the other about kwargs not being forwarded to a loss function. Related to loss handling broadly, but not the same concrete defect." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model-specific behaviors with different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unused loss ignore_value and tokenizer regex warnings are completely different subsystems and bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing use of ignore_value is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "One concerns a model loss parameter being ignored; the other is a config type annotation mistake. Not the same issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to loss functions and a wrong type hint for norm_eps are different defects with no shared concrete code path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config type hint bug is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are both small correctness issues, but in different components and with different fixes: config typing vs. a typo in a quantization attribute." + } + ] + }, + "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": "6d35e8519c00c911da184aa32a09ab064125f8ff10a4cf33ec4da38c869ad64c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 support. They describe different feature/workstream requests with no shared targets or code-path evidence.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43037 is the more concrete feature request, while 41084 is a separate decoding-related topic; there is no single canonical issue for both.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the better representative only because it is more specific and self-contained, but it should not be treated as the same underlying request as 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and likely problem domains are unrelated: block decoding vs DeepSeek v3.2 support. No shared filenames, targets, or concrete code-path overlap indicate a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "57a8c676fc4007b7a50d22518f3ab1f6d203d2343002040ed33316f1fbcfb17b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (Trainer/custom trainers), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate: issue #43598 is about making `remove_unused_column` more customizable, while issue #43600 is about handling custom trainers when estimating FLOPS.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the more representative issue for the shared Trainer customization theme, but it still addresses a distinct concern from FLOPS estimation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same broad area, but different concrete behaviors: column removal customization vs FLOPS counting for custom trainers. 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": "363133d47a3b8bfa0cfe6832b8345aacf3b24352978153da6111d4aab393d706", + "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 are separate feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the broader registration request and best represents the Qwen3-Omni AutoModel/AutoModelForConditionalGeneration gap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the clearest representative issue in this set because it names the model-family registration problem directly and at a higher-level auto-class scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "3d9df6851db999677e893947309e5318effeeb2fb578e32a432d169154232a6d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by three near-empty issues titled \"huggingface\"; one issue titled \"Fett\" looks unrelated. There is not enough concrete evidence to merge any pair as the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43845 is the best canonical representative only because it is one of the repeated \"huggingface\" reports and is the earliest among the near-identical titles; there is no substantive body/detail to distinguish it from #43846 or #43859.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the best overall issue candidate because it matches the repeated title pattern and is earliest among the duplicate-looking issues. #43835 has a different title and does not fit the apparent group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface') and no body/target evidence that they describe the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive description or linked target to support same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence beyond loose similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title, but the issues are too sparse to verify they are the same underlying bug; title-only similarity is not enough." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but no body details, targets, or references to confirm identical cause or impact." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but insufficient evidence to treat them as duplicates of the same 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": 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": "2d1c4cb796deb841a111a2cae9759227ab686624357cd3c297e48ee189e964a7", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are spammy or placeholder issues with no concrete shared bug/report to deduplicate. The apparent similarities are mostly generic text or identical spam markers, not a real underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue exists; the items do not describe one concrete problem, and the shared text is too generic/spam-like to justify a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 44371 is the earliest and one of the identical '' entries, but it is only a placeholder representative, not a meaningful canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Identical spam placeholders, but they do not describe the same underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam placeholders, but there is no concrete shared issue to merge." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam placeholder vs. vague documentation suggestion; not the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated promotional-looking title; no shared bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation suggestion and spam placeholder are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation suggestion and spam placeholder are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but that is not enough to treat them as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated promotional-looking title; no concrete shared issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated promotional-looking title; no concrete shared 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": "a6fa1e6d38b40edb6e05a3d248533d776ad12d927417dfd4c784559b58e4de0c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be the same report: identical title, very similar body length, and no distinguishing metadata. This is a straightforward duplicate issue cluster.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45145 is a good canonical choice because it is the earlier-created report and has the only inbound reference, suggesting it is the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best single issue to keep as the representative because it predates issue:45151 and already has some linkage/activity, while the other looks redundant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Accept: same title, same apparent problem statement, and no evidence of different scope; these look like duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded: the issues share an identical title, similar body size, and only soft similarity evidence, while the canonical choice is sensibly the earlier report with the inbound reference. The soft-edge duplicate verdict is conservative enough for the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "0997ecb9141a05f3a59e40c77d11a96f0b3d0f0f24d07eb75093b696bac32006", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a Gemma4 audio-module uint8/NF4 inference TypeError, the other is a BitsAndBytesConfig skip-modules/lm_head exclusion AssertionError. They share only the broad area of 4-bit inference, not the same bug or code path.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue as a duplicate pair: issue 45672 and issue 45674 describe different failures in different parts of the 4-bit inference stack.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better standalone representative because it is more specific about the configuration interaction and failure mode, making it more actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: Gemma4 audio module uint8/NF4 path triggers torch.finfo TypeError, while BitsAndBytesConfig skip_modules changes lm_head exclusion and causes an AssertionError. Same broad subsystem, not the same 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": "91b3ed72a563874bb4f2c95c27bc692b783d72437243cfe3892cf72c920c46a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not appear to be duplicates or the same underlying bug/report; they are separate person-name/date entries with no shared technical context.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45762 is the earliest created item in the cluster, so it is the most plausible representative if one must be chosen, but there is no real canonical duplicate target here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "These are distinct closed issues with different names and dates and no shared technical subject, so they are not the same underlying report." + } + ] + }, + "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": "13180457f7a4032e4313aa79746cb56ac0712d75c8d51e08dd1ed3b2941b2edd", + "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": "The two issues look like unrelated low-content submissions (different personal-name/date titles) rather than duplicate reports of the same problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue candidate; both are similarly empty and unrelated, so neither is a clear representative of a shared underlying report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles refer to different people/dates and there is no shared bug, code path, or explicit linkage; this does not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "a6d1fbdf3fc06766fcf5a845b826123adb1556a4385fec76e14249b17d4ff0b4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two true duplicate issue pairs: 45870/45871 and 45872/45873. The remaining issue (45869) is only loosely related by financial-domain wording and does not look like the same underlying request as the others.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the earliest member of an exact-duplicate pair (with 45871) and has the clean, generic title that makes it the safest canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest single representative to keep open because it is an exact duplicate match, earliest in its pair, and the title is broad enough to serve as the reference point for that request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial/topic area, but 'dataset bundle' and 'financial time series prediction' are different requests, not the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: topical similarity only; no evidence they describe the same underlying task or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and apparent duplicate issue request; these look like the same item." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other adds a scraping-service feature; too different to merge as the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same reasoning as 45870/45872: related domain, but not the same concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different feature framing and scope; sharing a topic is not enough to treat them as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related only by theme; the scraping-service request is not the same as the example prediction issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and likely duplicate report of the same DataForge scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly different. The soft-edge verdicts are conservative overall, especially rejecting the cross-topic matches. " + }, + "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-39895-14", + "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:46048", + "pull_request:46067" + ], + "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:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "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:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "cf4eb64129e6f97a12e445d455a9cc925b412f5767c69db947ebe57e76119a5a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38373, + "estimated_input_tokens": 9594, + "estimated_eval_tokens": 19444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one true duplicate pair stands out: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are separate feature additions, model ports, or unrelated bug fixes despite superficial similarity.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the clearest canonical PR for the cross-entropy kwargs fix: it explicitly targets issue 43240 and presents the more complete implementation of the same underlying change as #43254.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the strongest overall representative of the only duplicate group; the other PRs are unrelated to this loss-function bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model addition vs. an ExecuTorch dynamic-shape test; different code paths and different goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method addition for MistralCommon vs. adding MobileLLM support; unrelated model areas." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs. export test coverage; no shared underlying bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness changes are unrelated to introducing a new MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Cross-entropy kwargs forwarding vs. conversion/loading prefix handling; distinct bugs in different subsystems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function API fix vs. new model addition; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test fixes and MoE tensor contiguity." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "ExecuTorch export test coverage vs. model-loading conversion prefix logic; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export tests do not match Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export test coverage vs. MobileLLM model support; separate efforts." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code is unrelated to the config-resolution order fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model port vs. Falcon output-collection refactor; different code paths and purposes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "New model implementation vs. loading/conversion prefix fix; not the same underlying issue." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor to standardized output capture vs. Mistral4 test fixes; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon modeling refactor and a model-creation skill are not the same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test/model fixes and base_model_prefix conversion handling are different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs. a CLIP-like layernorm typo rename; unrelated code changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 testing/model cleanup vs. adding a TDT loss kernel; different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes do not share the same underlying bug as the `cls.config` resolution order change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model test fixes vs. a model-creation skill/documentation PR; not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM support and adding a model-creation skill are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` issue by forwarding supported kwargs to `nn.functional.cross_entropy`; they are plausible duplicates of the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate, #43251/#43254, is well supported by the shared file, shared issue target 43240, and nearly identical cross-entropy kwargs changes. The other pairwise rejections are appropriately cautious and do not overstate evidence." + }, + "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": "64a11e9c38ea1623af8bcef9fdf679649823880eb4d0d5afa25d684e262f36fc", + "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": "Both PRs are about VibeVoice, but they are not the same change: #40546 is the core VibeVoice implementation, while #42781 adds a realtime variant plus acoustic tokenizer and generation changes. They overlap in shared model scaffolding, but the concrete changes are different enough that this is not a duplicate pair.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the main, non-draft VibeVoice implementation and is the cleaner representative of the base feature set; #42781 is a later draft that builds on the same model family with additional realtime/tokenizer work.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best standalone PR to represent the cluster because it introduces the core VibeVoice support without the extra realtime-specific scope present in #42781.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared filenames indicate related VibeVoice infrastructure, but #40546 implements the base model while #42781 adds realtime support and acoustic tokenizer pieces. They are adjacent feature work, not the same concrete bug/change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ccc8b0930b89df607ba22a548e47f58ee70b1f70f779a9e2b2d52b6dace287d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. There is no duplicate relationship here.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate cluster: the PRs address different models, different codepaths, and different user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better dedupe representative of the other; they are separate feature PRs and should not be merged or clustered as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems and goals: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or mergeable overlapping change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 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": "13a05fb89f284c25c3685b2d9e803e4c1ddd1aed31273ca1fd9e89c6511c61b5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate new-model additions with overlapping repo plumbing, but they target different model families (DeepSeek OCR, Isaac, Kimi2-6) and are not the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-introduction PRs rather than duplicates of one underlying fix/change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good duplicate representative for the cluster; each PR adds a different model stack and should be triaged independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac) with only shared auto-registration/docs scaffolding; not the same code-path fix and not mergeable as one PR." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families (Isaac vs Kimi2-6) and separate implementation targets; shared framework files do not indicate one 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": 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": "f5fd02969cbdb0c2f66ca362b088191c5499efe5561be6e9bbf6069f17e8967a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both maintenance PRs updating GitHub Actions versions, but they target different actions and different problem domains. They are related only at a broad workflow-upgrade level, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across many workflows, while 42976 bumps docker/build-push-action in docker-image workflows. They are separate maintenance changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, 42975 is the broader workflow-maintenance PR and better summarizes the cluster, but it is still not a duplicate of 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both update GitHub Actions, but they change different actions for different purposes (general workflow compatibility vs docker build action bumps). They do not appear to fix the same concrete code-path problem 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": 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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "6bf6a0663a33c721d1510201730255b6c7b262431c5dd825aa54fc9d01f8c22a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14204, + "estimated_input_tokens": 3551, + "estimated_eval_tokens": 7358 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14204, + "estimated_input_tokens": 3551, + "estimated_eval_tokens": 7358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-addition/documentation changes in Transformers, but they target different models and codepaths, so the cluster is a false positive for duplication.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: ViT NEPA, Molmo, Molmo2, and CTSM are distinct model integrations, not alternate fixes for the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 (Molmo2) is the most substantial and review-heavy of the set, so it is the best representative PR, but only as a cluster exemplar rather than a duplicate canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations (ViT NEPA vs Molmo); shared docs/auto-registry files are boilerplate for adding a new model, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different implementations and targets; overlap is only in generic registration/docs." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM add separate models with different codepaths; common files reflect standard model-registration edits." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families and the PRs introduce different modules, processors, and tests; not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated additions; shared auto/docs edits are incidental to model onboarding." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM touch different model implementations and test suites; they are separate feature PRs, not mergeable as one duplicate 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": 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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "2cf315d0fc9e8d104380aa6b47f4b7520881eeeb1820b66831a5547e0ef165b2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9388, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9388, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are about unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization/loading, and FSDP tied weights). The title similarity is superficial, so none should be clustered as duplicates or merged as the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true duplicate of the others; if one representative must be chosen, PR 44815 is the most concrete code-fix PR, but it is still not the same underlying change as the rest.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone representative because it contains the most substantive implementation change and clear bug-fix intent, whereas the others are mostly test tweaks or a different subsystem entirely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but they target different models and different failure modes; no shared code path or same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/test fixes are unrelated to FP8 dequantization and model-loading changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "CLIP/ViT test assertions are unrelated to FSDP tied-weights logic; same broad repo area only." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The overlap is only a generic 'fix' title; the PRs modify unrelated models and code paths." + } + ] + }, + "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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "d231cc8fb30fe12f78d8e242aaac0cfc3abe72ba5250fc1bea7ed4d1bfb6729c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one pair looks like a true duplicate: the two ViT test-migration PRs with identical diffs. The other PRs are either different bot/test experiments or a broader unrelated grafana/testing change that only overlaps on a broad testing theme.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleanest representative of the exact duplicate pair: it has the minimal, direct ViT test-migration diff, while 46114 is the forked copy with the same change and the others are different experiments.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best global representative for the cluster because it is the clearest instance of the duplicated ViT test-migration change and is more concise than the forked duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Same test file, but different changes and purposes: repo-bot/setup tweak vs OTEL/test-migration fork. Not the same underlying PR." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are dummy/CI-oriented PRs, but the code changes are unrelated and touch different workflows/files. Shared test file mention is not enough." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Different workflow/utility changes versus a ViT test-migration fork. They do not fix or test the same concrete change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both involve testing-related files, but 45932 is a broad grafana/model/config change while 46100 is a standalone ViT test-migration edit. Not the same change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These appear to be the same exact ViT test-migration PR: identical file, identical diff hunk, and only title/metadata differ. They could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is the clearly identical 46100/46114 ViT test-migration duplicate; the other pairings are reasonably rejected as different changes rather than the same mergeable bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "b5f43f409606579958004a40166d400400d7e12fe53f375c9de682db870833db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/registry boilerplate, but the pipelines, target models, tests, and semantics differ, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate: PR #43612 and PR #43613 implement different pipeline features, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "If one must be treated as the representative PR, #43613 is broader in scope, but it is still not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline additions with different names, model integrations, and test coverage; shared scaffolding is not enough to indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "48e9e20de2c65ca29c8fdec3c19a4855f0175e71c0cad79dbda29ee0699fa0c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column inspection for PEFT/custom trainer filtering. They are not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the clearer representative of the cluster because it makes a focused behavior change in `training_step` with a new `_loss_is_scaled_for_ga` hook; #43663 is a separate trainer API/refactor around column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone candidate: it targets a concrete code-path problem and has a narrowly scoped fix. PR #43663 is useful but addresses a different extensibility concern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They share a file and broad trainer context, but the code changes are unrelated: one controls gradient accumulation loss normalization, the other refactors model-signature column selection. 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": 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-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "61c2a88c5e4ba86c7edcd7d4754934a6870968f0074bf04a62e70058baa228fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: both touch `src/transformers/cli/serve.py` and involve typing-related NameError fixes, but they target different failure modes and fixes.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "43656 is the broader, earlier TypeAdapter-related CLI fix and the most representative single change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "43656 is the best overall representative because it addresses the core CLI annotation/runtime NameError problem most directly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: they are similar typing fixes in the same file, but not the same underlying bug. 43656 changes annotations/runtime typing behavior with `__future__ annotations`, while 43842 specifically guards the `TypeAdapter` import for the no-pydantic case." + } + ] + }, + "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:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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Most PRs are model-specific implementations rather than duplicates, so the conservative default is rejection; only the GPT-J/CodeGen lineage looks plausibly mergeable as one concrete change set.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #43979 is the shared tracking umbrella that repeatedly anchors these output-tracing refactors, so it is the cleanest cluster-level issue representative.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the GPT-J/CodeGen lineage: it has the broadest same-file coverage in that thread and is the clearest concrete implementation of the shared refactor.", + "best_issue_reason": "Issue #43979 is the best global issue anchor because the cluster is organized around that single standardized-output initiative rather than around multiple independent bugs.", + "best_pr_reason": "PR #44722 is the best global PR representative because it most clearly captures the GPT-J/CodeGen refactor line and is the broadest same-code-path 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"accept": false, + "reason": "DeBERTa v2 and VITS are different model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different implementations; similarity is only at the refactor-pattern level." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level framing is mostly fine, but the soft-edge verdicts overstate evidence in a few places. In particular, the packet does not support accepting pull_request:44066 \u2194 pull_request:44085 as a duplicate-like pair: the packet marks that pair as deterministic_accept=false despite shared issue and shared GPT-J filename overlap. Likewise, pull_request:44018 \u2194 pull_request:44068 is only soft-similar in the packet and is also deterministic_accept=false, so calling it an accept is too strong. The summary\u2019s claim that the only clear duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair is therefore not grounded in the packet. Conservative rejection is warranted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "a479127be10983ace924e19103a9b0751d58d065c2d1b9f0aa5d398bcc6b8073", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13065, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all move different model implementations toward the same standardized output-tracing framework, but they are model-specific refactors rather than duplicates of one another. The cluster is thematic, not a single underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a good representative of the cluster\u2019s theme because it clearly shows the standardized output-tracing refactor pattern and touches the new decorator/wiring logic in one model, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone representative because it has an explicit issue target, a concrete model-specific output-tracing refactor, and clearer implementation scope than the smaller pattern-matching PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different code paths; they are not the same change and would not plausibly be merged into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert have separate model implementations and separate tracing registrations; this is the same refactor pattern, not the same underlying bug or patch." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are distinct model-specific migrations (MPNet vs TextNet) with different files and output-capture wiring, so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model codepaths; the shared theme is only the standardized output-tracing migration." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 each implement the tracing refactor in separate model stacks; the overlap is architectural, not a single mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43998-14", + "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", + "pull_request:46106" + ], + "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", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "86584200f380bb5be8c3e44a0570b9653382072e8d756104323e2d13a7e4433c", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43780, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43780, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a collection of independent model-specific output-tracing refactors (plus one docs-only toctree change). 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Similar framework registration edits do not make them the same change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 OCR/vision model support and Voxtral TTS support address unrelated functionality and cannot plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "bb2ae2ab53104d9f483aad9758e3b1426b4618da1034f22d15897bf35a724e21", + "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 are related in theme (module/kernel fusion) but they target different implementations and code paths: PR #44979 adds a new generic module fusion API, while PR #45363 adds KernelConfig-based n-to-1 kernel fusion plumbing and an example. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different fusion mechanisms and different implementation surfaces, so they are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the better representative artifact because it introduces the foundational module-fusion API and tests, which is broader and more central than the usage-oriented KernelConfig integration in #45363.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: they share the general fusion theme, but #44979 adds a new Module Fusion API in src/transformers/module_fusion.py, whereas #45363 wires up n-to-1 kernel fusion via KernelConfig and integrations. Different concrete behavior and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e074ef31909412f376ffff908a29e4e067853e50334b1b0f219cf700b06c796f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs address the same Mistral regex patch AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second adds test coverage and is the more complete duplicate candidate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same code path as #45086 but also adds a test file, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall representative of the cluster: same fix, same target issue, and broader validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same shared file and issue target, and the diffs show the same code change with #45317 adding tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "fd4afb49688fd82099405882a7fe3af2a1d694a5732328ca8b6534ff6618d768", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch NemotronH internals, but they are not the same change: one is a conversion/inheritance refactor, the other introduces separate NemotronHDense/NemotronHSparse model support with docs and tests.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete user-facing implementation: it adds the dense/sparse model split, updates auto-mapping/docs, and includes tests. PR #45115 is a narrower conversion/refactor step.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest representative of the cluster since it encompasses the major functional change and supporting documentation/test updates, whereas #45115 is mainly a lower-level structural refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but the diffs target different concrete changes: #45115 focuses on conversion mapping and inheritance refactoring, while #45569 adds separate NemotronHDense/NemotronHSparse implementations plus docs/tests. They do not look mergeable into one single PR without conflating distinct changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "cfb90f8c348006b0fed8a2a3a0c57ecdd9088bd4d71c8f059d90184fcd1923c6", + "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": "The two PRs are related pieces of a larger heterogeneous-model effort, but they are not the same change: one adds heterogeneous config support, the other adds broader per-layer modeling/cache support. I would not collapse them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical PR because it is the broader umbrella change and includes the modeling/runtime side in addition to config handling; #45333 is narrower and looks like a prerequisite or companion piece rather than the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because its scope is wider and it touches the main heterogeneous-model code paths, whereas #45333 is mostly the config infrastructure piece.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct: #45333 focuses on per-layer heterogeneous config support, while #45332 adds heterogeneous model/runtime support (cache/modeling changes). They share files and a theme, but they are not the same concrete code-path change and would not plausibly be merged as one PR without broadening scope." + } + ] + }, + "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": "28d710144d579959c9671aaccc90728c87b14cab7374c7708f1d79e1bfd60cb5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repository-wide type-checking pass, while #45425 adds specific typing protocols and related modeling utils plumbing. The overlap in a few files is not enough to treat them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more focused, self-contained typing change; #45415 is a much broader sweep across many files and a different scope of work.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better representative for the cluster because it targets a concrete typing refactor, whereas #45415 is a large generalized type-checking cleanup that is less canonical for a single underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They both touch typing infrastructure, but #45415 is a broad type-checking cleanup across many modules and #45425 is a focused protocol/typing update around modeling_utils and PEFT-like types; not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:46101" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101" + ], + "prepared_review_unit_hash": "e20be8453190b5463ea0385de3aa95f8c0729e7f41dab04a18c7271c8f6129db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix device-placement issues in model-specific forward helpers, but they target different models and different code paths, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the better canonical PR because it addresses the more general model-parallel/device-mismatch bug across multiple text/vision models, includes code and test updates, and has clearer evidence of the underlying failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best representative artifact for this cluster since it has broader scope and clearer fixes than the smaller Qwen2 Audio patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both are device-placement fixes, but #45487 fixes token_type_ids handling for AltCLIP/ChineseCLIP-family model parallelism, while #46101 fixes audio feature masking in Qwen2 Audio. Different models and different concrete bugs, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "ff6972b3fe9ad69f22487a92c96f6658e55fbf466e4d4019650c9087730ba794", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 46098 is the broadest and most complete fix for Mamba2 cache handling with seq_len > 1. PR 46084 appears to cover a narrower GPU-path variant of the same symptom, but it is not clearly the same exact change; PR 45513 is a separate multi-token cached-forward bug in different model families and should not be merged with Mamba2 fixes.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46098 is the best canonical PR because it addresses the Mamba2 use_cache seq_len > 1 bug more comprehensively, including both CPU and GPU paths plus tests/docs, while still targeting the same concrete failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR 46098 is the strongest representative for this cluster: it has the clearest title, explicit issue target, and the most complete fix scope for the Mamba2 cached-forward bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both involve cached multi-token forward behavior, but they are for different model families and different code paths. The similarity is too broad to treat as the same underlying bug or a single mergeable PR." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": false, + "reason": "They share the same issue target and symptom, but 46084 appears to fix a narrower GPU-path case while 46098 explicitly expands to CPU and GPU paths and includes docs. Related, but not clearly the same exact change set 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": 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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "b77f957b4af55462c4f604eda8f6ed4e788040074e73c8b9057fe98486fbe316", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel (EP) model loading, but they fix different concrete failures: 45548 targets Accelerate/DeepSpeed ZeRO-3 loading and config serialization, while 45662 fixes FSDP2 rank-0 broadcast overwriting expert parameters. They are related, but not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it addresses a concrete EP parameter corruption bug in the loading/sharding path, with a clearer failure mode and broader code-path coverage than the more plumbing-focused 45548.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific, user-visible expert overwrite issue and touches the loading pipeline directly, making it the most useful representative of the EP bug set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and merge scopes: 45548 is about preserving distributed_config/has_ep for Accelerate+ZeRO-3 loading, while 45662 prevents expert tensors from being overwritten after post-shard wrapping under FSDP2. Same broad subsystem, not 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": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "01c1a5c4eaa11ee825b0f7dcf3379fda378b5fb4eeb64ed19cdbb4df153ffdb2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same captured_info xdist-collision problem in testing_utils; 45645 is the more complete change because it also updates the CI log collection path to handle multiple worker-specific files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file isolation in `src/transformers/testing_utils.py` and also updates downstream CI/reporting code to consume the new per-worker artifact layout.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall representative of the fix: it addresses the underlying collision bug and the artifact-collection fallout in one change set, making it the most complete standalone resolution.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying bug: unsafe shared `captured_info.txt` writes under pytest-xdist. 45645 expands the same fix to CI handling of the new files, so they are plausibly one combined 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": 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-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "beb2f00b475a187f146aae19a1a03322fb51b3b8e9c12c1fdedd48dd7971a016", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4393, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4393, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-specific PRs adding attention dispatch support to different codepaths (ShieldGemma2 vs CTRL). They share a broad theme and doc badge updates, but not the same underlying bug or mergeable change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits both items because they target different model implementations and different files, so they should remain separate triage entries.", + "best_issue_reason": null, + "best_pr_reason": "PR #46073 is a clean, narrowly scoped model-specific change with minimal diff and no competing issue linkage; however, it is not a global canonical choice over #46069, just a reasonable representative of this cluster's theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both PRs are about enabling attn_implementation dispatch, but they affect different models and different codepaths, so they are not the same underlying change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/manifest.json b/snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..99f8fec87221bbf4eb255545569ee6dd67e2ebe6 --- /dev/null +++ b/snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260521t000027z", + "artifacts": { + "hybrid": "snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-21T00:10:00Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260521T000027Z", + "variant": "hybrid" +} diff --git a/snapshots/20260521T000027Z/manifest.json b/snapshots/20260521T000027Z/manifest.json index d1af7e5ee5280825c02e5dbb84f1884c144109d7..40ee21c3a813dbf65d0adcf7bc053ebec65e5ffa 100644 --- a/snapshots/20260521T000027Z/manifest.json +++ b/snapshots/20260521T000027Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 207 }, "extracted_at": "2026-05-21T00:00:27Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260521t000027z", + "runs": { + "hybrid-model-20260521t000027z": { + "analysis_id": "hybrid-model-20260521t000027z", + "artifacts": { + "hybrid": "snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260521T000027Z/analysis-runs/hybrid-model-20260521t000027z/manifest.json", + "model": null, + "published_at": "2026-05-21T00:10:00Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260521T000027Z", "watermark": {