diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index acfe3d1acd1b7a646cd5081f885b93bf1b4d96fd..2a79ee3296f7d3ecff318c3dd0a18e4dbe1e40d7 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": "20260625T060018Z", - "generated_at": "2026-06-25T06:08:05Z", + "snapshot_id": "20260625T120018Z", + "generated_at": "2026-06-25T12:13:14Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1606,7 +1606,7 @@ "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -1617,9 +1617,7 @@ 45645 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -1943,281 +1941,6 @@ ] } ] - }, - { - "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": [ @@ -2275,15 +1998,6 @@ "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, @@ -2300,7 +2014,7 @@ 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." }, { "cluster_id": "cluster-45647-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index b42689b637f4ea366ac540f8c47eaa4254004cc4..2ab11820726f18ea643bb71f6d34430396008962 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": "20260625T060018Z", - "generated_at": "2026-06-25T06:08:05Z", + "snapshot_id": "20260625T120018Z", + "generated_at": "2026-06-25T12:13:14Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:24643", "issue:30277", @@ -131,364 +131,262 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "c1cd9cf6ca3c02df03a2e2c083a1c56831536524e39913b5834b8ce4dceccd12", + "prepared_review_unit_hash": "9373ec390c009be775e8c37d6f82e5142f823ea628d3beb4ce76e805019e53f6", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 63, - "serialized_chars": 46006, - "estimated_input_tokens": 11502, - "estimated_eval_tokens": 23260 + "serialized_chars": 46011, + "estimated_input_tokens": 11503, + "estimated_eval_tokens": 23262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate groups are the ZeRO-3/Bert/Gemma index-out-of-bounds loading reports, the v5 docs-cleanup pair, and the Qwen3.5 MoE rotary-embedding/offload pair. Most other soft links are false positives across different models, backends, or unrelated doc/runtime bugs.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43596 is the broadest and cleanest representative of the strongest true duplicate group: ZeRO-3 model-loading index-out-of-bounds on Bert/Gemma-style models. It generalizes better than the more specific follow-ups.", + "summary": "Mostly a heterogeneous cluster of unrelated bug reports (model/config mismatches, docs cleanup, hardware/backend issues), with one clear duplicate pair around DeepSpeed ZeRO-3 + BertModel index-out-of-bounds during initialization.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the only true duplicate-style subcluster: the DeepSpeed ZeRO-3/BertModel zero-sized tensor index-0 error.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall issue to anchor the real duplicate cluster because it describes the concrete ZeRO-3 loading failure in a model-agnostic way.", + "best_issue_reason": "issue:43596 is the best issue to anchor the cluster because it captures the recurring Zero-3/BertModel init failure in the most general wording.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute missing vs streaming chat/completions error." + "reason": "Different failures: Qwen3.5 config attribute missing vs streaming chat/completions API error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/backend bugs: AMD GPU failure vs MPS histogram integer issue." + "reason": "Different model/backend problems: AMD GPU GPT-OSS issue vs MPS histogram kernel not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and different symptom classes; not the same bug." + "reason": "Different models and symptoms; one is a dtype mismatch in a processor path, the other is a GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to GPT-OSS AMD GPU failure." + "reason": "Different concrete bugs: autocast dtype mismatch in Phi MoE vs GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model families and failure paths; no shared concrete bug." + "reason": "Different models and code paths; a broken Nemotron example is not the same as GPT-OSS AMD GPU failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS GPU issue and GraniteMoE invalid-method issue are unrelated." + "reason": "Different underlying issues: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Collective mismatch under ZeRO-3 is unrelated to ModernBERT ONNX export." + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export problem vs FP8 runtime failure; different code paths." + "reason": "Different models and failure modes: ModernBERT ONNX export vs Qwen3MoE FP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT export and Qwen3 auto device-map CUDA assert are different bugs." + "reason": "Different bugs: ONNX export error vs Qwen3 auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs documentation example cleanup; not the same issue." + "reason": "Different issues: table QA runtime crash vs stale RAG examples documentation." }, { "left": "issue:44509", "right": "issue:44512", - "accept": true, - "reason": "Both are v5 docs cleanup for removed references; same underlying documentation update." + "accept": false, + "reason": "Both are docs cleanup, but they reference different removed v5 items and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export-to-ONNX failure and GenerationMixin import error are unrelated." + "reason": "Different failure types: export-time ONNX error vs import-time GenerationMixin import failure." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRl embedding unpacking bug vs resume-training remote-code issue are different." + "reason": "Different symptoms and code paths: Qwen3.5 embedding unpacking in TRL vs resume/trust-remote-code training issue." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training remote-code problem is unrelated to YOLO multi-GPU device mapping." + "reason": "Different models and device-mapping contexts; no shared concrete bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different failures." + "reason": "Both are shape/device mismatch style reports, but the model paths and root causes differ." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve training errors, but the reported bugs are not the same concrete failure." + "reason": "Different errors: ZeRO-3 BertModel index-out-of-bounds vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading bug and remote-code resume bug are unrelated." + "reason": "Unrelated issues: BertModel ZeRO-3 init failure vs resume/trust-remote-code training problem." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different symptom: ZeRO-3 index error vs mask shape mismatch." + "reason": "Different concrete failures; only a superficial index/shape error similarity." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch is unrelated to video-token/chat-template mismatch." + "reason": "Different modalities and bugs: mask indexing mismatch vs video feature/token count mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime paths: tensor mask error vs GPT-OSS tensor-parallel issue." + "reason": "Different problems: generic masking/indexing error vs GPT-OSS tensor-parallel issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Remote-code resume issue is unrelated to Nemotron example breakage." + "reason": "Different bugs and workflows; no evidence they share the same underlying change." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 index-out-of-bounds and remote-code resume are different bugs." + "reason": "Different failure modes and model paths; not duplicates." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "Different models and features: BarkProcessor voice_preset vs ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention distributed loading, but the concrete failures differ." + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a BertModel index error; not the same bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 loading index-out-of-bounds bug on Bert-style model initialization." + "reason": "Same underlying bug: both report DeepSpeed ZeRO-3 with BertModel hitting index 0 out of bounds on zero-sized tensors during initialization." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Different components: Liger Kernel cross_entropy path vs GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA save/reload output drift are different problems." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA merge/save mismatch." + "reason": "Different failures; no shared underlying code path." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are unrelated." + "reason": "Different issues: Voxtral processor failure vs remote-code model_class/config_class AttributeError." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch is unrelated to YOLO device-map failures." + "reason": "Different models and backends; not the same bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch and mask-index mismatch are different bugs." + "reason": "Both are tensor/shape errors, but one is FSDP checkpointing recomputation and the other is indexing-mask mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight shape error and collective mismatch are different failure modes." + "reason": "Different DeepSpeed failures: weight dimension error vs collective mismatch." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Both target Qwen3.5 MoE rotary embedding under offload/materialization; same underlying bug family." + "accept": false, + "reason": "Same module area, but different concrete bugs: CPU offload incompatibility vs uninitialized-memory after materialization." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram-not-implemented and YOLO multi-GPU mapping are unrelated." - }, - { - "left": "issue:43638", - "right": "issue:45161", - "accept": false, - "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Different platforms and failures: MPS histogram kernel issue vs YOLO multi-GPU device-map problem." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch-version incompatibility is not the same as the Qwen-3 NVFP4 runtime error." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "Activation-checkpointing mismatch and auto device-map CUDA assert are different bugs." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch is unrelated to GPT-OSS only-TP failure." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and different error classes; not a duplicate." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Mistral-3 preprocessing dtype issue is unrelated to Nemotron example breakage." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and Qwen3.5 embedding unpacking issue are different bugs." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to MPS histogram support." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different models/backends and different symptom types." - }, - { - "left": "issue:44292", - "right": "issue:45237", - "accept": false, - "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are different issues." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross-entropy path and TRL embedding unpacking are unrelated." + "reason": "Unrelated: version incompatibility report vs Qwen-3 NVFP4 runtime error." }, { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 loading index-out-of-bounds failure, just reproduced on a different model." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are v5 docs removals, but they fix different stale references and are not the same doc change." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram Int error are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different tensor/kernel issues with no shared concrete code path." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation-checkpointing/FSDP bug and GenerationMixin import error are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:45800", + "right": "issue:46515", "accept": false, - "reason": "GPU/model compatibility issue and RAG docs update are unrelated." + "reason": "Both mention torch 2.4.1 incompatibility, but the version pair and described regression are not specific enough to treat as the same bug." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Liger kernel cross_entropy use and mask shape mismatch are different bugs." + "reason": "Different Gemma4 issues: device mismatch during forward vs expensive reverse embedding lookup." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The three accepted pairs are well-supported by the titles: the ZeRO-3 index-out-of-bounds reports, the v5 docs-cleanup pair, and the Qwen3.5 MoE rotary-embedding/offload pair. The rejected soft links are generally justified by clearly different models, backends, or failure modes. The summary also avoids overclaiming by calling the cluster heterogeneous and limiting the true duplicate groups." + "feedback": "Grounded and conservative overall. The summary matches the packet: the cluster is mostly heterogeneous, and the only clearly supported duplicate-style pair is issue:43596 with issue:43638 around DeepSpeed ZeRO-3/BertModel index-out-of-bounds during initialization. The rejected soft edges stay within cautious bounds and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -504,10 +402,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:36010", "issue:39290", @@ -576,8 +474,8 @@ "issue:45020|issue:46304", "issue:45812|issue:45920", "issue:43866|issue:44863", - "issue:44292|issue:46015", "issue:43872|issue:46304", + "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -602,295 +500,295 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "8b97d3cbf661c91df652a5ae65221559a691db525a8897995e0a6162b5271d95", + "prepared_review_unit_hash": "a60f1fd57629b55d4c416d15ca21aa6a4a7e226f0154f47faf243268f45b420f", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40043, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only clear duplicate family is the v5 AutoTokenizer wrong-token-ID regression, where issue 45920 is the best umbrella report. Most other pairs are related only by broad subsystem or error shape, not the same concrete bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is the strongest canonical issue for the one clearly duplicated family because it generalizes the tokenizer regression across multiple model families and states the v4\u2192v5 break clearly.", + "summary": "Mostly distinct issue reports across different models and failure modes. The only clear duplicate-style match in this packet is the AutoTokenizer v5 regression pair.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broader report of the AutoTokenizer v5 token-ID regression across multiple model families, while issue:45812 is the narrower Granite-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most actionable global representative: broad impact, concrete regression framing, and a clearer target for a fix than the narrower model-specific reports.", + "best_issue_reason": "issue:45920 is the best representative issue because it describes the shared tokenizer regression in the broadest, most general terms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different failures: corrupted checkpoint/model load vs missing text encoder weight loading." + "reason": "Different model-loading failures; the titles point to checkpoint corruption versus unloaded weights, not the same bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention compatibility, but they describe different incompatibilities and code paths." + "reason": "Both are version-compatibility reports, but the titles describe different regressions and no shared code path." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated: PaddleOCR-VL/vLLM load failure vs distributed build support breakage." + "reason": "vLLM model-load failure and USE_DISTRIBUTED=0 support breakage look unrelated from the titles alone." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model/context differ enough that this is not clearly the same bug." + "reason": "Both mention ZeRO-3 index errors, but the titles involve different models and do not establish one underlying defect." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model families and different symptoms: missing config attribute vs CUDA assert under auto device map." + "reason": "A missing Gemma3 config attribute and a Qwen3 auto-device-map CUDA assert are different failure modes." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they are about different APIs and changes." + "reason": "Both are docs-related, but they refer to different documentation issues and should not be merged as the same bug." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the USE_DISTRIBUTED=0 regression." + "reason": "Storage-backend error versus distributed-build compatibility regression; the titles do not indicate the same problem." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different tasks and failures; no shared underlying bug is evident." + "reason": "Different product areas and symptoms: AMD GPU model support versus table-question-answering crashes." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs outdated RAG examples; unrelated." + "reason": "Model detokenization regression and outdated RAG examples are unrelated topics." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy behavior is unrelated to the Qwen3.5 video StopIteration failure." + "reason": "Liger Kernel cross-entropy usage and Qwen3-vl video StopIteration are different code paths." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve Qwen3.5, but one is device placement and the other is video token/template mismatch." + "reason": "Different model families and different failure types: device-mapping mismatch versus video token/template mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-map mismatch." + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch issues are not the same bug from the titles alone." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + "reason": "Checkpoint corruption and ModelOpt compatibility are clearly different issues." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "Model checkpoint loading and docs/example drift are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + "reason": "Remote-code regressions and distributed-build support breakage are different compatibility problems." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression: both report wrong token IDs in v5, and 45920 is the broader umbrella across many model families." + "reason": "Same AutoTokenizer v5 regression with wrong token IDs; 45920 is the broader report covering more affected models." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no shared concrete bug." + "reason": "Different model-loading failures with no clear shared underlying cause in the titles." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to RAG documentation examples." + "reason": "bitsandbytes parameter incompatibility is a different issue from the distributed-support regression." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed build regression." + "reason": "NVFP4 runtime failure and RAG docs drift are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they affect different models and different failure modes." + "reason": "Both mention sliding_window, but the titles point to different models and likely different bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but one is a mask-length mismatch and the other is ZeRO-3 empty-tensor indexing; not clearly the same bug." + "reason": "Both are IndexError reports, but the titles show different tensor contexts and different training setups." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper loading/runtime failure and table-question-answering crashes are different issues." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading issues with no clear shared root cause." + "reason": "Different model-specific load failures; the titles do not suggest one shared bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version compatibility and pydantic model-field breakage are unrelated." + "reason": "Torch incompatibility and PretrainedConfig/pydantic regression are separate compatibility issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different area and symptom: detokenization vs pipeline crash." + "reason": "Detokenization regression and table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to PretrainedConfig pydantic breakage." + "reason": "Whisper model failure and PretrainedConfig/pydantic breakage are unrelated by title." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a general chat crash and the other is a streaming API failure; not enough evidence of one bug." + "reason": "Both involve Qwen3.5/chat-related behavior, but the titles describe different endpoints and failure modes." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/Bert indexing error and torch/transformers compatibility are different issues." + "reason": "Both are regression-style reports, but the titles point to different problems and no shared fix path is evident." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing and YOLO multi-GPU device-map failure are unrelated." + "reason": "Grouped_mm torch-dynamo tracing and YOLO multi-GPU device-map failures are different bugs." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime error and table QA crash do not share a concrete code path." + "reason": "NVFP4 model runtime failure and table QA crash are distinct code paths." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different failures; only broad device/config similarity." + "reason": "Different model families and different symptom types: missing config attribute versus device-mapping mismatch." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." + "reason": "Chat streaming failure and an MPS histogram op limitation are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are separate issues." + "reason": "GenerationMixin import failure and Gemma3 sliding_window_pattern missing attribute are different issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure vs MPS histogram kernel missing implementation; unrelated." + "reason": "Different backend/runtime problems: torch-dynamo grouped_mm tracing versus MPS histogram support." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are runtime/type issues, but the model paths and root causes differ." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime errors." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and non-template-node compilation error are unrelated." + "reason": "Processor failure for Voxtral and non-template-node compilation errors are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug and corrupted checkpoint loading are different failures." + "reason": "Weight-tying bug in Mistral3 and Ovis2 checkpoint corruption are different problems." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method and YOLO device-map failure are unrelated." + "reason": "Invalid-method call in GraniteMoEHybrid and YOLO multi-GPU mapping are not the same bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Different index errors with different shapes and contexts; not the same bug." + "reason": "Both are index errors, but the titles indicate different shapes and different failure contexts." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class attribute error are different problems." + "reason": "Flash-attn fallback gating and remote-code config_class errors are separate issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to the pydantic PretrainedConfig breakage." + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig pydantic regression are different configuration bugs." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version compatibility and Gemma4 device mismatch are unrelated." + "reason": "A torch/version compatibility report and a Gemma4 device-placement mismatch are different problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair, issue:45812 with issue:45920, is supported by both titles describing the same v5 AutoTokenizer wrong-token-ID regression. The broader summary that the rest of the cluster is mostly heterogeneous also matches the issue titles. No PR-pair mergeability concerns apply here." + "accept": false, + "feedback": "The high-level summary is plausible, and the AutoTokenizer pair (issue:45812 \u2194 issue:45920) looks like the one clear duplicate-style match. However, several soft-edge verdict reasons go beyond what is grounded in the packet: they cite specific root causes or version details that are not visible here, and in a few cases the rejection is stated too confidently for title-only evidence (for example the ZeRO-3 index-error pair and some compatibility-regression pairs). The cluster should be described more conservatively as 'likely distinct / insufficient evidence' rather than definitive non-duplicates for those edges." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -903,10 +801,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:39186", "issue:40990", @@ -988,220 +886,220 @@ "issue:45183|issue:46463", "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "cdc74b3c7a044eca2870f597db28fe4be2a3027d1382482aab1f3769e4315365", + "prepared_review_unit_hash": "58fc3897474639edec8b4bed03a8241baff6de8912d7ee3027b55d2dd42b1c26", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36005, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct, model-specific bugs or regressions. The only clear duplicate-like pair is the remote-code/custom-module loading path issue: one report describes leaf-directory cache collisions, the other reports loading the wrong custom module after save/load. Everything else is too semantically different to merge confidently.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45698 is the broader and more representative report of the custom-module loading failure, with multiple discussions/inbound references and a symptom description that covers the cache-collision case.", + "summary": "Mostly heterogeneous issue cluster with a few real duplicate subclusters: Qwen video/chat-template regressions, trust_remote_code module-cache collisions, and input-validation error-message bugs. The rest look like separate model- or subsystem-specific regressions, not the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45183 is the broadest, most reusable umbrella among the near-duplicates: it describes the generic `input_ids`/`inputs_embeds` validation bug that cleanly subsumes the T5-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best canonical anchor because it is open, specific, and spans the underlying remote-code/custom-module misloading behavior rather than one narrow manifestation.", + "best_issue_reason": "issue:45183 is the best single representative issue because it is model-agnostic and captures the underlying validation logic problem, whereas the other close matches are narrower manifestations.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL loading failure versus GGUF/gpt-oss support." + "reason": "Different failures: PaddleOCR-VL loading in vLLM versus GGUF gpt-oss architecture support." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both involve Transformers/v5 behavior, but one is int4 OOM and the other is tied-weights translation models; different code paths." + "reason": "One is int4 quantization/OOM memory behavior; the other is tied-weights handling on translation models." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexError-flavored, but one is a mask/tensor length mismatch and the other is a TRL SFT embedding unpacking issue." + "reason": "Both are shape-related, but they involve different code paths and symptoms; not the same underlying bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/runtime failures: grouped_mm tracing error versus tensor-parallel-only GPT-OSS MoE behavior." + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to GPT-OSS tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same as Qwen3.5 streaming inference failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GGUF gpt-oss architecture support versus chat/completions streaming on Qwen3.5-0.8B." + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference are separate model-specific issues." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different failures: init_empty_weights/_is_hf_initialized versus pydantic PretrainedConfig field breakage." + "reason": "`init_empty_weights` argument compatibility and pydantic `PretrainedConfig` breakage are distinct API regressions." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `PretrainedConfig` pydantic issue." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is mask shape mismatch and the other is a zero-size tensor access under DeepSpeed ZeRO-3." + "reason": "Both are index errors, but on different tensors and setup paths; not the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but one is image preprocessor dtype mismatch and the other is Qwen3.5 video feature/token count mismatch." + "reason": "Both are multimodal dtype/input mismatches, but one is image-preprocessor dtype and the other is video token/feature alignment." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage versus torch/transformers version incompatibility; different root causes." + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different causes." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is poor text embedding quality and the other is nonsensical pipeline output; not enough to confirm one concrete bug." + "reason": "Both mention SigLIP2, but one is a comparative embedding-quality complaint and the other is incorrect AutoModel/pipeline outputs." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both touch Qwen video input, but one is a broad v5.3.0 regression across multiple models while the other is a specific apply_chat_template feature/token mismatch." + "accept": true, + "reason": "Same underlying Qwen video-input regression: video features and video tokens do not line up across the Qwen3.5/Qwen-VL family." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device_map auto failure." + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map auto failure." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen multimodal/config issues: text_config unwrapping versus uninitialized rotary embedding memory after materialization." + "reason": "Composite-config unwrapping and uninitialized-memory after `to_empty(cuda)` are different bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue is unrelated to remote-code model_class/config_class AttributeError." + "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are unrelated load-time failures." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is unrelated to TRL embedding unpacking." + "reason": "FSDP 2-D weight requirement is unrelated to Qwen3.5/TRl SFT unpacking input embeddings." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training failures: Mistral-3 image dtype mismatch versus Qwen3.5 embedding unpacking in SFT trainer." + "reason": "Different multimodal/training failures; image dtype mismatch is not the same as embedding unpacking in TRL SFT." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same as the GLM5 issue." + "reason": "High perplexity on GPT-OSS and GLM5 are unrelated model-evaluation reports." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization breakage is unrelated to flash-attn fallback selection." + "reason": "Jupyter custom-model initialization and Flash-Attn2 fallback gating are separate issues." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Same underlying remote-code/custom-module loading bug: one reports leaf-directory cache collisions, the other loads the wrong custom module after save/load." + "reason": "Both point to the same trust_remote_code/custom-module loading collision: a bad cache/path choice can make from_pretrained load the wrong module." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is a different problem from translation-model tied weights in v5." + "reason": "Untied `lm_head` in Mistral3 is a model-specific weight-tying bug, not the translation-model v5 tie-weights regression." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback logic." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Flash-Attn2 fallback blocking." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation models." + "reason": "PagedAttentionCache group-type crash is a cache/kernel issue, not the tied-weights translation-model bug." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is too broad and not the same concrete bug as tied weights." + "reason": "Offloading/quantization behavior is not the same as tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the docs run-command removal." + "reason": "A DSA indexer ReLU discussion and a docs typo are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is not the same as documentation mentioning a removed command." + "reason": "Cache-strategy typo and removed CLI docs are unrelated documentation issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading and translation-model tied weights are separate model-family problems." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation-message issues, but 45183 is broad input_ids/inputs_embeds XOR logic while 46463 is T5 decoder-input validation; not clearly the same code path." + "accept": true, + "reason": "The T5 report is a direct model-family manifestation of the broader `input_ids`/`inputs_embeds` XOR validation bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors." + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst output is well grounded in the packet and stays conservative on the soft-edge calls. The only accepted pair, issue:45632 and issue:45698, is plausibly the same remote-code/custom-module loading bug family, and selecting the open, broader report as the canonical anchor is supported by the packet. No other pair is asserted as duplicate without enough evidence." + "feedback": "Grounded overall: the summary reflects the packet\u2019s clear subclusters without claiming broad duplicates beyond what the titles support. The conservative false-pair calls look reasonable, and the accepted pairs are plausible same-bug matches from the issue titles (especially 44479/46294 and 45183/46463)." }, "evaluator_used": true, "retried": false, @@ -1220,7 +1118,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:24643", "issue:28530", @@ -1294,128 +1192,128 @@ "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:44403|issue:44488", - "issue:42947|issue:43856", "issue:24643|issue:28530", + "issue:42947|issue:43856", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:44991|issue:45399", - "issue:43782|issue:44960", "issue:43824|issue:43872", "issue:43881|issue:43883", + "issue:43782|issue:44960", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "b9c3796656f616443a921c784fde1f1c449f0e01b6a4a77cd8323ef5abe36d64", + "prepared_review_unit_hash": "a7cdb0063a2f8ba20ea7aeb2177efc9d751cdcaf0ffac57d187a5546ead6b6d2", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37025, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 37029, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster of mostly unrelated Transformers bug reports. I only accept a few soft edges where the titles point to the same concrete regression: non-persistent buffer corruption, a cache seq_length return-type bug, and a tokenizer regression.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43950 is the best anchor for the largest coherent duplicate subcluster: it states the broad v5 regression around non-persistent buffers, and the nearby accepted duplicates are narrower manifestations of the same bug.", + "summary": "This cluster is mostly a mix of unrelated Transformers bugs, with one strong duplicate subcluster around non-persistent buffer corruption and a smaller tokenizer-regression subcluster. I\u2019d anchor the cluster on issue 43950 as the clearest representative of the buffer corruption problem.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the strongest canonical anchor: it directly names the transformers 5.x non-persistent buffer corruption regression and has the clearest duplicate-like companions in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest canonical issue because it is the most general, explicitly describes the root regression, and best groups the related buffer-corruption reports.", + "best_issue_reason": "issue:43950 best represents the most coherent duplicate subcluster and is broader than the model-specific follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model families and failure modes: DeepSeek-Coder detokenization vs Qwen-3 NVFP4 loading error." + "reason": "Different failures: tokenizer detokenization regression vs Qwen NVFP4 load error." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different code paths and models; one is Qwen3.5/TRL input unpacking, the other is a GraniteMoEHybrid method call bug." + "reason": "Unrelated model/trainer bug vs an invalid-method call in a different model class." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: transformers v5 corrupts non-persistent buffers / fills them with junk during loading." + "reason": "Same underlying transformers 5.x non-persistent buffer corruption/junk-on-load regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure, the other is a text-embedding quality issue." + "reason": "Both mention SigLIP2 but describe different problems: example/doc errors vs embedding quality discrepancy." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same bug class: v5 mishandles non-persistent buffers, causing missing/corrupted values on load." + "reason": "Same regression around non-persistent buffers being corrupted during loading/materialization." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: a custom compute_loss signature change vs a DeepSpeed ZeRO-3 load-time IndexError." + "reason": "Different code paths: custom Trainer signature breakage vs DeepSpeed ZeRO-3 model loading crash." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/backend errors, but they involve different libraries and distinct failure mechanisms." + "reason": "Separate compatibility issues involving different quantization/storage classes." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different problems: autocast dtype mismatch vs a Qwen3.5 3D position_ids / SDPA bug." + "reason": "Different bugs: autocast dtype mismatch vs RLHF NaNs from Qwen3.5 position_ids/SDPA behavior." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same underlying cache API bug: get_seq_length is returning a tensor instead of an int, breaking downstream arithmetic." + "reason": "Same underlying `cache.get_seq_length()` contract breakage returning a tensor instead of an int." }, { "left": "issue:45920", "right": "issue:46489", "accept": true, - "reason": "Same tokenizer regression family in v5: incorrect token IDs/output for multiple models, with DeepSeek-Coder v1 as a specific affected case." + "reason": "Same tokenizer regression family; 46489 is a specific gap in the broader v5 tokenization bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality vs a broad tokenizer-change report; not the same bug." + "reason": "Different symptoms: SigLIP2 embedding quality vs a broad tokenization-change report." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2 behavior, but one is zero probabilities and the other is worse text embeddings; different symptoms and likely causes." + "reason": "Both are SigLIP2-related but not the same bug or code path." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same non-persistent-buffer/materialization regression; 45902 is a specific manifestation on Qwen3_5MoeTextRotaryEmbedding.inv_freq." + "reason": "Same non-persistent-buffer materialization bug, with 45902 showing a concrete uninitialized-buffer instance." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different issues: bad AutoTokenizer error handling for Voxtral vs a missing all_tied_weights_keys attribute in Molmo." + "reason": "Unrelated: Voxtral tokenizer error message vs Molmo missing attribute during save/load." }, { "left": "issue:43054", @@ -1427,103 +1325,103 @@ "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 bugs: flash-attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + "reason": "Both involve Qwen3.5 but the failure modes are different and not the same concrete bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training/memory issues: LoRA gradient checkpointing behavior vs int4 quantization reserved-memory OOM." + "reason": "Different problems: LoRA gradient checkpointing vs int4 memory regression." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different models and root causes: Gemma4 FSDP2 attention state bug vs Qwen3_5Moe buffer materialization bug." + "reason": "Different mechanisms: Gemma4 FSDP2 keyerror vs non-persistent buffer initialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model loading errors for unrelated models and code paths." + "reason": "Different loading failures with no shared concrete bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Broad loading-noise complaint vs a specific model loading failure; not the same underlying bug." + "reason": "Generic loading noise vs a specific model load failure." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Unrelated: DeepSeek-Coder detokenization vs a Python 3.13 flash_attn import issue." + "reason": "Tokenizer detokenization bug vs flash_attn import key error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are load-related, but one is about unnecessary log noise and the other is a model-specific loading failure." + "reason": "Different loading complaints; one is noise, the other is an actual model load failure." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:24643", + "right": "issue:28530", "accept": false, - "reason": "Different issues: LoRA gradient checkpointing vs Qwen3 MoE training memory use." + "reason": "Training DeepSpeed weight-shape error vs early-stopping metric lookup issue." }, { - "left": "issue:24643", - "right": "issue:28530", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Unrelated training/runtime issues: DeepSpeed weight shape error vs early stopping metric lookup." + "reason": "Both are training/memory related but not the same code-path bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote code/config loading, but one is missing fields in AutoConfig and the other is a broader recent regression for remote_code models." + "reason": "Both involve remote_code, but one is missing fields in AutoConfig output while the other is a broader model-loading regression." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model loading failures: Gemma3 ZeRO-3 index error vs Qwen3Moe FineGrainedFP8Config failure." + "reason": "Different model/configuration failures with no concrete shared bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated subsystems." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Different models and failures: Qwen3VL weight_only load error vs a generic GLM5 issue." + "reason": "Tokenizer loading bug vs flash-attn fallback gating problem." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different bug classes: missing export/import for a model class vs bitsandbytes Int8Params constructor incompatibility." + "reason": "Completely different errors: missing Qwen2.5-VL export vs bitsandbytes parameter incompatibility." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different loading failures for unrelated models; no shared root cause is evident." + "reason": "Different model-loading failures affecting unrelated classes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failure modes; not the same underlying change." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different backend/device issues: MPS histogram kernel type error vs Gemma4 device-map mismatch." + "reason": "Different device/backend errors in separate model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the canonical issue choice is well supported by the titles, and the accepted soft edges are conservative matches on the same concrete regressions (non-persistent buffer corruption, cache seq_length return-type bug, tokenizer regression). The rejected pairs are mostly clearly distinct by model, subsystem, or failure mode. I don\u2019t see evidence of overstatement." + "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly unrelated issues while identifying a defensible non-persistent-buffer cluster centered on 43950, plus a tokenizer-regression cluster. The soft-edge acceptances are conservative enough given the titles, especially the near-duplicate buffer issues and the cache-contract pair." }, "evaluator_used": true, "retried": false, @@ -1539,10 +1437,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:24643", "issue:30064", @@ -1623,217 +1521,217 @@ "issue:44863|issue:46402", "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "517436269d17a1f79f106287ecd39da4bbf185970d8f11c16ba0228b620dc230", + "prepared_review_unit_hash": "715f2cccf442008daddc53dd4e6b9d17f982b6fe19215a7c2d1b5612ea115a02", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36495, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "serialized_chars": 36500, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, centered loosely on Transformers v5/v5.3 compatibility regressions around tokenizers, model loading, and multimodal/video paths. Only a handful of soft edges look like true duplicates; the rest are related-topic but not the same concrete bug.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella representative: it captures the recurring recent-version model-compatibility/loading regressions that dominate this cluster, even though it is not a perfect duplicate of every item.", + "summary": "Mostly heterogeneous cluster. The strongest duplicate family remains the `_is_hf_initialized` loading crash; the docs-cleanup and mask-shape pairs are also solid. The Whisper/fbank pair is only a loose speech-related near-match and should not be accepted as a duplicate on the current evidence.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43872 is the best anchor: it clearly states the `_is_hf_initialized` loading incompatibility, has inbound references, and is tightly matched by 44291.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best cluster representative because it is the most general and central compatibility-regression report among the issues here.", + "best_issue_reason": "Issue 43872 is the strongest global representative because it is a concrete regression with a clear failure signature and a close duplicate follow-up, unlike the many unrelated model- and tokenizer-specific bugs in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different bugs: a Mistral regex patch crash vs. flash-attn fallback being blocked by other checks." + "reason": "Mistral tokenizer regex crash and flash-attention fallback gating are different code paths and failures." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Both are regressions, but one is remote-code compatibility and the other is a Gemma4 device placement mismatch." + "reason": "Broad remote-code loading breakage is unrelated to Gemma4 PLE device-mapping mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Related to model registration/loading, but not the same concrete failure path." + "reason": "Registry failure in `add-new-model-like` is not the same as the broader remote-code regression." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA warnings, but one is a broken hf4.x->hf5.x load path and the other is only a config warning." + "reason": "Both mention Qwen/LoRA, but one is cross-version LoRA incompatibility and the other is a weight-tying warning." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model/runtime failures: autocast dtype mismatch vs. device mismatch under auto mapping." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different bug from Gemma4 PLE device mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/model regressions, but the Kimi tokenizer codec issue is a distinct bug." + "reason": "General remote-code breakage and Kimi tokenizer regression are different underlying problems." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different code paths." + "reason": "Both are tokenizer slowdowns, but they affect different APIs and are not clearly the same defect." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: stale pipeline task references left behind after v5 removed those tasks." + "reason": "Both are the same docs cleanup issue: stale summarization/translation pipeline references after pipeline removals." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both describe the same DeepSeek tokenizer corruption regression in v5 caused by tokenizer/pre-tokenizer handling." + "accept": false, + "reason": "Tokenizer regressions affect different model families and failure mechanisms." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Unrelated failures: bitsandbytes/Int8Params keyword incompatibility vs. YOLO multi-GPU device-map issues." + "reason": "The `_is_hf_initialized` loading crash is unrelated to YOLO multi-GPU device-map auto failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model construction/loading, but one is composite Qwen config unwrapping and the other is remote-code config_class handling." + "reason": "Composite-config unwrapping is different from remote-code models missing `config_class`." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a tied-weight bug in Mistral3, the other is a from_pretrained buffer corruption regression." + "reason": "Weight-tying warning in Mistral3 is not the same as silent corruption of non-persistent buffers." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` keyword-argument incompatibility during weight/parameter initialization." + "reason": "Same `_is_hf_initialized` unexpected-kwarg loading failure; 44291 is the generic `init_empty_weights` manifestation." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both are remote-code/model loading regressions, but the concrete AttributeError differs from the broader breakage report." + "reason": "Broad remote-code compatibility regression and a specific missing-attribute error are not the same bug." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are Whisper/audio related, but one is a broad model run failure and the other is a specific fbank helper issue; not enough evidence they are the same bug." + "reason": "Both are speech-related, but the titles do not establish the same concrete bug; this is only a tentative near-match, not a duplicate." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different models and different failure modes." + "reason": "Bad Voxtral tokenizer messaging and est-roberta tokenizer loading failure are different problems." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed/Qwen training, but one is weight conversion under accelerate+deepspeed and the other is gradient averaging with model_accepts_loss_kwargs." + "reason": "ZeRO-3 weight loading for Qwen3-MoE is not the same as gradient averaging under DeepSpeed." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is a LoRA effectiveness issue and the other is a missing support flag on a remote-code variant." + "reason": "Gradient checkpointing being ineffective is different from a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different errors and code paths: custom Trainer loss signature vs. mask/tensor shape mismatch." + "reason": "Unexpected `num_items_in_batch` kwarg and mask/tensor shape mismatch are unrelated failures." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model loading failures, but for different architectures and no shared concrete mechanism is evident." + "reason": "GLM-4.7-Flash loading issues are unrelated to NemotronH checkpoint loading." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen ZeRO-3 loading problems, but the model variants and missing-weight symptoms are too different to safely merge." + "reason": "Both are Qwen ZeRO-3 load failures, but the symptoms and code paths differ enough that this is not clearly one bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model/tokenizer loading complaints, but the Voxtral error-message issue is separate from the sleng-bert load failure." + "reason": "Voxtral error messaging and `cjvt/sleng-bert` loading are different tokenizer-loading problems." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures in different paths: RLHF NaN/SDPA fallback vs. flash_attention crash on sink-less models." + "reason": "Qwen3.5 RLHF gradient explosion and `s_aux=None` flash-attention crash are separate code paths." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same generic mask/index shape-mismatch error; likely the same underlying indexing bug." + "reason": "These are the same mask-shape mismatch IndexError, just with different example dimensions." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Same Qwen video-input regression family in v5.3.0, affecting the same multimodal video-processing path." + "accept": false, + "reason": "Both involve Qwen video input, but one is broad regression and the other is a specific StopIteration case." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight shape error vs. segmentation-map processing." + "reason": "DeepSpeed training `weight` dimensionality error and void segmentation-map preprocessing failure are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Unrelated: Qwen3.5 PagedAttentionCache crash vs. NemotronH checkpoint loading failure." + "reason": "PagedAttention linear-attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading regressions, but they affect different model families and different weights-loading paths." + "reason": "NemotronH checkpoint loading and Sam3Model text-encoder weight loading are different model-specific bugs." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF support for gpt-oss is unrelated to Phi-tiny-MoE autocast dtype mismatch." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the cluster is indeed mostly a loose set of v5/v5.x compatibility/loading/tokenizer regressions with a few clearer duplicate pairs, and the representative choice of issue 45020 is conservative enough. The soft-edge rejects are well supported, and the accepted pairs are plausible from the packet titles without overstating evidence. One minor caution is that a couple of accepted pairs (especially the video/tokenizer ones) are somewhat broad, but still reasonable." + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the accepted `_is_hf_initialized` / docs / mask-shape pairs look conservative. However, one accepted soft edge is a bit too strong for the packet: `issue:43792` vs `issue:44220` is only loosely supported by the titles, and the reason overstates the evidence by asserting the same speech frontend code path. This should be downgraded to a cautious near-duplicate/tentative match rather than an accepted duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1849,7 +1747,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:36010", "issue:38175", @@ -1904,17 +1802,17 @@ "issue:45325|issue:45902", "issue:43366|issue:43531", "issue:45663|issue:45823", - "issue:44155|issue:45584", "issue:43638|issue:46515", + "issue:44155|issue:45584", "issue:43366|issue:44589", - "issue:43950|issue:45834", "issue:43824|issue:43957", - "issue:44910|issue:46858", + "issue:43950|issue:45834", "issue:42915|issue:43957", + "issue:44910|issue:46858", "issue:43716|issue:44560", "issue:43645|issue:43646", - "issue:43550|issue:44910", "issue:44560|issue:45685", + "issue:43550|issue:44910", "issue:42617|issue:43366", "issue:44683|issue:46515", "issue:44560|issue:44918", @@ -1937,256 +1835,244 @@ "issue:41720|issue:42915", "issue:42915|issue:44756" ], - "prepared_review_unit_hash": "ab1457b6cba5187d1992e9d5c9a289614c04b6b6555e7c4bf92865e3161e0d38", + "prepared_review_unit_hash": "17695eca6c12fa3571f1b96da66d939e51ab9977c7132d49b0bc0c0621648dc0", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 38012, - "estimated_input_tokens": 9503, - "estimated_eval_tokens": 19262 + "serialized_chars": 38015, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers bugs, not one cohesive duplicate set. Only a few soft edges look like true duplicates: the non-persistent-buffer regression, the custom-model initialization regression, the SigLIP2 incorrect-output reports, and the ZeRO3/Bert IndexError reports.", - "confidence": 0.71, - "canonical_issue_reason": "No single canonical issue covers the whole cluster because the items split into several unrelated bug families. If one representative is needed, issue 43644 is the best anchor: it describes the regression most generally and has a clear duplicate in 44534.", + "summary": "This cluster is mostly heterogeneous, but two clear duplicate themes stand out: the Transformers v5 non-persistent-buffer corruption regression and the SigLIP2 bad-output regression. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the clearest, earliest report of the v5 non-persistent-buffer regression and has a direct duplicate in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest representative of the one confirmed duplicate family here: it states the regression clearly, is version-specific, and the follow-up report 44534 matches it closely.", + "best_issue_reason": "issue:43644 is the strongest representative of the few true duplicate threads here: concrete, regression-focused, and directly corroborated by a near-identical follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same underlying ZeRO3/Bert IndexError: both report index 0 out of bounds with deepspeed zero3 and BertModel/non-pretrained Bert during initialization or training." + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: BertModel/DeepSpeed zero3 index error vs generic torch compatibility complaint." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve model internals and rotary/position handling, but they are different models and different failures (Qwen2.5-VL temporal scaling vs Qwen3.5-MoE uninitialized inv_freq after meta materialization)." + "reason": "Different Qwen-family rotary/position-id bugs with unrelated failure modes." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen/GPT-like models, but one is GGUF architecture support and the other is a sliding_window bug in Qwen3-MoE; not the same code-path problem." + "reason": "Unrelated topics: GGUF support request vs Qwen3-MoE sliding_window issue." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4-related, but one is FSDP2 shared_kv_states rebuilding KeyError and the other is a device_map=\"auto\" device mismatch in forward; different bugs." + "reason": "Same model family, but different concrete failures: FSDP2 shared_kv_states KeyError vs device_map PLE mismatch." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Different products and failure modes: AudioFlamingo3 batched inference token leak versus Whisper empty-transcription generation failure after align_special_tokens." + "reason": "Different bugs: DeepSpeed zero3/BertModel indexing vs torch-version incompatibility." }, { - "left": "issue:43638", - "right": "issue:46515", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "One is a ZeRO3/Bert IndexError; the other is a general torch version incompatibility. Same broad area, but not the same concrete bug." + "reason": "Different audio/Whisper code paths and failure mechanisms." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and float8 storage-object lookup are unrelated defects." + "reason": "Completely different problems: GGUF gpt-oss support vs float8 storage lookup failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/importing models, but the concrete issues differ (missing class export vs meta-device loading breakage)." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption versus Kosmos2.5 OCR long-input index error; no shared underlying bug." + "reason": "Different bugs: non-persistent buffer corruption vs long-OCR index error in Kosmos2.5." }, { - "left": "issue:43824", + "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Import error for a specific Qwen2.5-VL class versus meta-device loading issues affecting some models; too different to merge." + "reason": "Different failures: Qwen3MoE FineGrainedFP8 vs meta-device loading on assorted models." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both hit attention/cache machinery, but one is a Qwen3.5 FlashAttention packed-sequence misinterpretation and the other is static-cache slice arithmetic on non-CUDA backends." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading breakage are separate regressions." + "reason": "Both are attention/cache related, but one is flash-attn position_ids corruption and the other is cache length tensor arithmetic on non-CUDA backends." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal issues: Mistral-3 image preprocessor dtype mismatch vs Qwen3-vl-embedding video StopIteration." + "reason": "Different model families and distinct inference bugs." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression in Transformers v5; the notebook mention is incidental and both reports describe the same broken initialization path." + "reason": "Both report Transformers v5 breaking custom model initialization; one is notebook-specific but the same initialization-path regression." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Both are attention/compile failures, but on different models and backends with different triggering conditions and failure mechanisms." + "reason": "Different model/runtime issues: Qwen3-vl video StopIteration vs MPS histogram Int op support." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Qwen3-vl-embedding video input handling is unrelated to the MPS histogram int-type error in Moe code." + "reason": "Different code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attn packed-position_ids crash." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py failure and GGUF gpt-oss support are unrelated." + "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF architecture support request." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility report." + "reason": "Different compatibility regressions: compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3-family, but one is video inference StopIteration and the other is TRL SFT embedding unpacking; different bugs." + "reason": "Both touch Qwen3.5/video-ish workflows, but one is video StopIteration and the other is SFT embedding unpacking." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failure are unrelated." + "reason": "Different bugs: GenerationMixin import failure vs Qwen3MoE FP8 failure." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but on different model families with different failure descriptions and no evidence of the same code path." + "reason": "Both are tokenizer regressions, but for different models and likely different fixes; not the same concrete bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 PLE device mismatch and general torch 2.4.1 incompatibility are not the same defect." + "reason": "Different failures: Gemma4 PLE device mismatch vs torch-version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping-model placement bug versus Gemma4 PLE device mismatch; different subsystems and different symptoms." + "reason": "Different problems: TOKENIZER_MAPPING_NAMES model registration bug vs Gemma4 device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 incorrect-output bug: both describe bad/zero/nonsensical outputs from google/siglip2-base-patch16-224 under normal inference APIs." + "reason": "Both describe the same SigLIP2 regression on google/siglip2-base-patch16-224, with bad/zero outputs across model/pipeline entry points." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both produce runtime errors, but one is Qwen3-vl-embedding video processing and the other is a mask/tensor shape mismatch." + "reason": "Different symptoms and model paths: video StopIteration vs mask/index shape mismatch." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index error are unrelated." + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading problems, but they concern different models and different validation rules; no shared underlying bug is evident." + "reason": "Both involve config validation, but they target different models and distinct loading failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO3/Bert index error versus add-new-model-like tokenizer mapping failure; unrelated." + "reason": "Different bugs: Bert zero3 indexing vs add-new-model-like / tokenizer mapping failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "ZeRO3/Bert initialization IndexError is unrelated to the tokenizer mapping-name edge case." + "reason": "Different issues: DeepSpeed zero3/BertModel index error vs tokenizer mapping registration bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA qwen3_moe hf4.x/hf5.x incompatibility and BitNet packed-weight unpacking during accelerate loading are different regressions." + "reason": "Different model/loading problems: qwen3_moe LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping-name logic and tensor mask shape mismatch are unrelated." + "reason": "Different bugs: tokenizer mapping failure vs tensor-mask shape mismatch." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map dequantized model offload failure and Strix Halo mmap OOM are different loading problems." + "reason": "Different resource/loading issues: gpu+cpu offload dequantized load failure vs mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 wrong outputs and a broken documentation example are related only by model family; the reported bugs are not the same." + "reason": "Related SigLIP2 topic, but 39692 is a docs/example bug with model/processor mismatch and quantization failure, not the same runtime regression as zero probabilities." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same non-persistent-buffer regression in Transformers v5: both say from_pretrained / loading fills register_buffer(persistent=False) data with junk." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Qwen3_moe hf4.x/hf5.x LoRA incompatibility is unrelated to Gemma4 resize_token_embeddings not propagating to per-layer/output embeddings." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Auto device mapping cudaErrorAssert on A800 and FineGrainedFP8Config failure in Qwen3Moe are separate issues." + "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being filled with junk on load." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + "reason": "Unrelated bugs: Qwen3MoE FP8 failure vs mmap OOM on a specific platform." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet: it correctly treats the set as mostly unrelated bug families and only elevates the pairs whose titles strongly align. The accepted soft edges are conservative enough from the available evidence, especially the two near-identical buffer and Bert/ZeRO3 regressions. No mergeability issue for PR pairs appears here." + "feedback": "The summary is grounded in the packet: the non-persistent-buffer regression pair is well supported, the SigLIP2 pair is plausible from the titles, and the rest are conservatively rejected as distinct bugs. No PRs are present." }, "evaluator_used": true, "retried": false, @@ -2202,10 +2088,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:39692", "issue:41720", @@ -2280,19 +2166,19 @@ "issue:44910|issue:45588", "issue:44402|issue:44488", "issue:39692|issue:44960", + "issue:43425|issue:43957", "issue:41720|issue:44155", "issue:44079|issue:46829", - "issue:43425|issue:43957", "issue:45663|issue:45759" ], - "prepared_review_unit_hash": "c0778d855e035262752ecd24d97074a76a65d4907e2eef05270cf55faebaf71b", + "prepared_review_unit_hash": "594d7d68bce83df13f9a4bff14adb5ff210b2a1528547d53cabd445a8bf191d4", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 47, @@ -2307,189 +2193,189 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still mostly heterogeneous. The only plausible duplicate pair from titles alone is the two BERT loading failures (`ScandiBERT` / `sleng-bert`); the rest look like separate regressions, including the `ModelOutput` and VideoPrism reports, which are not clearly the same bug from the packet.", - "confidence": 0.58, - "canonical_issue_reason": "issue:44488 is the best cluster anchor because it is the more detailed representative of the only clearly related issue pair and is the stronger candidate for consolidation.", + "summary": "This cluster is mostly a grab bag of unrelated model-loading, quantization, training, and tokenizer regressions. The only pair that looks like a true duplicate is the Gemma/T5Gemma resize_token_embeddings regression, so I anchor on the broader Gemma4 report.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45276 is the broader and clearer statement of the resize_token_embeddings propagation bug, covering multiple affected embeddings rather than a single internal field.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44488 is the most representative issue in the cluster\u2019s only likely duplicate pair and has the richer discussion trail.", + "best_issue_reason": "issue:45276 is the best representative issue: it is the most general of the near-duplicate pair and describes the underlying embedding-resize failure more completely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both are current/latest-version load failures for BERT-style checkpoints, and the titles do not suggest meaningfully different failure modes." + "accept": false, + "reason": "Same general symptom class, but different models and no clear evidence they share the exact loading bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different symptoms: GLM5 versus Qwen3.5 flash-attention generation." + "reason": "Different model families and different failure modes; too little to treat as one bug." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one is composite-checkpoint loading and the other is `from_config(dtype=...)` leaving config stale; different bugs." + "reason": "These are related to dtype handling, but one is from_pretrained ignoring dtype and the other is from_config leaving config stale." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are unrelated code paths." + "reason": "Different model families and different code paths: checkpoint loading vs TP plan gaps." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same model family, but ZeRO-3 weight loading and incorrect visual-encoder save keys are different problems." + "reason": "One is a ZeRO-3 load failure, the other is a save_pretrained key serialization regression." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "No clear shared bug: an invalid method call in a model implementation versus a broken official example." + "reason": "Different models and unrelated bugs; same broad subsystem only." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but the titles point to different checkpoints and one is tokenizer-specific; not enough to merge." + "reason": "Both are tokenizer/load regressions, but the models and likely root causes differ." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 issues, but one is buffer initialization and the other is notebook custom-model initialization." + "reason": "Unrelated issues: non-persistent buffer initialization vs Jupyter custom model initialization." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example quantization issue and the other is incorrect inference output." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is an actual inference quality issue." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different topics: Qwen3 MoE LoRA compatibility versus `resize_token_embeddings` behavior." + "reason": "Different topics: LoRA compatibility across versions vs resize_token_embeddings not updating outputs." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7 test loading." + "reason": "Different models and different failure mechanisms." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency and the other is quantization/offloading behavior." + "reason": "Training memory inefficiency is not the same as quantization/offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different memory symptoms in different settings: MoE training versus int4 quantization reserved-memory OOM." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 CUDA reserved-memory OOM." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are loading problems, but with different models and different failure signatures." + "reason": "Separate model-loading failures with different symptoms and likely causes." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math and optimizer argument handling are unrelated." + "reason": "Checkpoint-resume step math bug is unrelated to optimizer arguments being ignored." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and different `resize_token_embeddings` symptoms; not enough evidence of the same bug." + "reason": "Different bug classes; the LoRA version issue is not the same as embedding resize propagation." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is unrelated to sinq quantization save/load breakage." + "reason": "Different models and different behaviors; no shared concrete bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different model families." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer paths." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4 processor AttributeError are unrelated." + "reason": "Different components and symptoms: chat generation crash vs processor attribute error in serve." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Similar `resize_token_embeddings` wording, but the affected model internals differ and the titles do not indicate the same root cause." + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug across related Gemma-family composite models; the PR fix could plausibly cover both." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/load `extra_state` handling is a different bug from the `_is_hf_initialized` argument error." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading bugs." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is a packed-sequence/position_ids crash and the other is an `s_aux=None` AttributeError." + "reason": "Both are flash-attention crashes, but the triggers and root causes differ." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Vocabulary-size/token mismatch is a different issue from model loading failures." + "reason": "Tokenizer vocab-size mismatch vs model-loading failure are not the same issue." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to GLM5." + "reason": "Completely unrelated: SigLIP2 docs bug vs GLM5 issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is not the same as meta-device loading breakage." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models and different symptoms: CUDA assert on auto device mapping versus batched inference leakage." + "reason": "Different models and different runtime failures; no shared code-path bug." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "A generic `ModelOutput` key-assignment regression and a VideoPrism/ImageClassifierOutput field mix-up are not clearly the same bug from the packet." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch version compatibility and meta-device loading are different regressions." + "reason": "Both involve output objects, but the generic key assignment bug is not the same as the VideoPrism output field mix-up." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different Gemma/Qwen composite-model problems with unrelated failure modes." + "reason": "FSDP2 KeyError in Gemma4 attention is unrelated to from_config text_config unwrapping in Qwen multimodal configs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is broadly grounded, but one soft-edge acceptance is too assertive for the evidence available. In particular, `issue:44079` and `issue:46829` are not clearly the same bug from the packet alone: one is a generic `ModelOutput` key-assignment regression, while the other is a VideoPrism/ImageClassifierOutput field mix-up. Calling the latter a downstream manifestation of the former goes beyond the titles/metadata. The canonical/root-cause language is also a bit stronger than the packet supports. The other rejections are conservative, but this overstatement makes the result too aggressive overall." + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The only clearly duplicate-looking pair is issue:45276 / issue:45335, and choosing issue:45276 as the broader canonical representative is supported by the titles. The other soft-edge rejections are appropriately cautious and do not overclaim shared root cause." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2502,10 +2388,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:36010", "issue:39404", @@ -2584,26 +2470,26 @@ "issue:43828|issue:43957", "issue:43645|issue:44164", "issue:44589|issue:44756", + "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", - "issue:43425|issue:43828", "issue:39404|issue:45701", "issue:43611|issue:43645" ], - "prepared_review_unit_hash": "7edae31313e5d8738ebb88f32b60c99d858e4088ae52bdfd7ff7366311562c57", + "prepared_review_unit_hash": "5f27adff344257e197880e2efccc38fd622ae4d198b8d15315e8cac3acbbdfa9", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37387, + "serialized_chars": 37385, "estimated_input_tokens": 9347, "estimated_eval_tokens": 18950 }, @@ -2612,210 +2498,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster. The only clear duplicate family is the resize_token_embeddings regression affecting output/decoder embeddings across Gemma4/t5gemma variants; most other pairs share a subsystem or theme but not the same concrete bug.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45292 is the broadest, most generic statement of the resize_token_embeddings propagation bug; 45276 and 45335 look like model-specific manifestations of the same underlying failure.", + "summary": "This set is mostly a grab bag of unrelated transformer regressions across loading, tokenization, quantization, and model-specific forward bugs. The only clear duplicate family is the `resize_token_embeddings` embedding-propagation regression affecting closely related model variants.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the cleanest umbrella report for the `resize_token_embeddings` regression: it states the core symptom without overfitting to one model variant and overlaps directly with the Gemma4 and t5gemma reports.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the best umbrella issue for the resize_token_embeddings regression family because it is model-agnostic and subsumes the more specific embeddings complaints.", + "best_issue_reason": "issue:45292 is the best global issue candidate because it describes the underlying API break in a concise, model-agnostic way and can represent the duplicate family cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they are different model-specific bugs and not clearly the same code path." + "reason": "Both mention lm_head tying, but they are different model families with distinct failure reports; not clearly the same concrete bug path." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/memory, but one is an offloading issue and the other is an int4 CUDA reserved-memory/OOM regression." + "reason": "Both are quantization/offload related, but one is an offloading failure and the other is int4 CUDA reserved-memory OOM; different issues." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Unrelated bugs: LoRA gradient checkpointing vs a T5/apex memory leak." + "reason": "Gradient checkpointing/LoRA is unrelated to the T5 RMSNorm memory leak report." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different failures: init_empty_weights argument handling vs mmap/OOM behavior on Strix Halo." + "reason": "Init-empty-weights argument handling and Strix Halo mmap OOM are separate bugs." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are loading/quantization related, but the specific breakages and code paths differ." + "reason": "Unexpected `_is_hf_initialized` argument is a model-loading API issue; MXFP4 fallback is a quantization/config issue." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated issues." + "reason": "Importing GenerationMixin and Whisper `return_language` pipeline behavior are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model-specific runtime problems: Gemma4 FSDP2 shared_kv_states vs Qwen3_5Moe CPU offload compatibility." + "reason": "Gemma4 FSDP2 shared KV state rebuilding and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are OOM-related, but one is an int4 quantization memory regression and the other is mmap on Strix Halo." + "reason": "Int4 quantization OOM and disabling mmap on Strix Halo are not the same bug." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Checkpointing in PEFT LoRA and checkpointing in eval mode are distinct bugs." + "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: batched audio embedding leakage vs Gemma4 PLE device mismatch." + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are unrelated forward-pass bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different model internals and failure modes; only broad architecture overlap." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state rebuild are different implementation defects." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is not the same as the Strix Halo mmap/OOM issue." + "reason": "Meta-device loading failures and Strix Halo mmap OOM are not the same underlying problem." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the broader output-embedding propagation failure." + "reason": "Both report the same `resize_token_embeddings` propagation bug; 45292 is the broader wording of the shared failure." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Related Nemotron area, but one is checkpoint loading and the other is an example breakage; not clearly the same defect." + "reason": "NemotronH checkpoint loading and the broken official example are related at a high level but not clearly the same concrete bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: video input path vs strict config loading." + "reason": "Video-input regression and strict Granite speech config loading are separate model-family issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosion from 3D position_ids/SDPA fallback." + "reason": "Eval-mode gradient checkpointing and RLHF NaN explosion from 3D position IDs are different failures." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM behavior." + "reason": "`extra_state` save/load handling and mmap-related OOM are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both concern save/load custom models, but one is file permissions and the other is wrong module resolution." + "reason": "Custom-model file permissions and wrong module resolution after save/load are distinct save_pretrained/from_pretrained bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crash on s_aux=None is a different code path from Gemma4 FSDP2 shared_kv_states." + "reason": "Flash-attention sink handling and Gemma4 FSDP2 state rebuilding are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but BPE marker handling and continue_final_message are distinct bugs." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are separate tokenizer bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "One is a model-loading test failure, the other is a save_pretrained checkpoint regression." + "reason": "GLM-4.7-Flash test loading and Qwen3.5 checkpoint saving are different model/regression reports." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug; 45335 is another model-specific symptom affecting decoder.embed_tokens." + "reason": "Both are the same `resize_token_embeddings` bug family, just surfaced through different embedding attributes in related models." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer/model-loading issues, but they involve different models and different failures." + "reason": "Tokenizer vocab-size mismatch and ScandiBERT load failure are not clearly the same issue." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization and Trainer resume/max_steps are unrelated." + "reason": "Custom model initialization in notebooks and Trainer checkpoint-resume max_steps are unrelated." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading are different problems." + "reason": "Autocast dtype mismatch and meta-device loading failures are different problems." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom model init and extra_state save/load handling do not describe the same bug." + "reason": "Jupyter custom-model initialization and extra_state save/load handling do not share the same code-path bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and Phi-tiny-MoE autocast dtype mismatch are different issues." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Both touch tokenization, but speed regression in convert_tokens_to_ids is unrelated to encode/decode space stripping." + "reason": "Slow `convert_tokens_to_ids` and CodeLlama leading-space regression are separate tokenizer regressions." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite wrong token IDs and slow convert_tokens_to_ids are different tokenizer regressions." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch version incompatibility is not the same bug as Phi MoE autocast dtype mismatch." + "reason": "Wrong Granite token IDs and slow conversion for many added tokens are different tokenizer problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language and generic tokenizer version differences are not the same defect." + "reason": "Whisper pipeline `return_language` and a general tokenization version regression are not the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5.0.0 custom-model regressions, but one is about base_model_prefix loading and the other about notebook initialization; too different to merge." + "reason": "Base-model-prefix loading breakage and notebook custom-model initialization are different custom-model regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative overall. The resize_token_embeddings family is the only clearly supported duplicate cluster, with 45292 serving as the generic umbrella and 45276/45335 as model-specific manifestations. The other pair verdicts are appropriately cautious and do not overclaim sameness from subsystem/theme overlap alone." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted duplicate family is the resize_token_embeddings regression across closely related Gemma4/t5gemma reports, which is supported by the issue titles and high similarity. The other soft-edge rejections are appropriately cautious and do not overclaim sameness." }, "evaluator_used": true, "retried": false, @@ -2831,10 +2717,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:36032", "issue:39404", @@ -2886,21 +2772,21 @@ "issue:46869" ], "soft_pairs": [ - "issue:39404|issue:46665", "issue:44530|issue:45084", + "issue:39404|issue:46665", "issue:44683|issue:45823", "issue:43425|issue:46869", "issue:43425|issue:43716", "issue:43425|issue:45823", "issue:43906|issue:44530", - "issue:43901|issue:44509", "issue:44479|issue:44805", + "issue:43901|issue:44509", "issue:44589|issue:45084", "issue:44671|issue:44991", "issue:43994|issue:44079", "issue:44265|issue:44898", - "issue:39404|issue:44912", "issue:36032|issue:43452", + "issue:39404|issue:44912", "issue:46050|issue:46326", "issue:44164|issue:45759", "issue:43906|issue:46326", @@ -2920,232 +2806,232 @@ "issue:43716|issue:45084", "issue:44737|issue:45859" ], - "prepared_review_unit_hash": "93acf0e8db7b8888270de0481c8a98e3474b3b846b2a397b84bf0e3ee03a2157", + "prepared_review_unit_hash": "82049ad6813308c7fc5069e9a5f49a97749b9fdca9840fc99f1b81df89279e5a", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37636, - "estimated_input_tokens": 9409, - "estimated_eval_tokens": 19074 + "serialized_chars": 37640, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated Transformers v5 regression reports, with a shared theme of loading/tokenizer/model breakage but not a single concrete bug. I did not find any soft pair that looks safe to merge as a duplicate, so all soft edges are rejected.", - "confidence": 0.49, - "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in the set, making it the best anchor for a heterogeneous cluster.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, quantization, device-placement, training, and docs regressions. None of the soft-edge pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the broadest representative of the v5 loading-regression subset, but the cluster is too heterogeneous to treat it as a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most general, user-facing failure mode among these issues and serves as the cleanest umbrella, even though the cluster is not tightly unified.", + "best_issue_reason": "issue:43611 is the best available umbrella issue because it describes a general model-loading regression; the other reports are narrower and mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Different code paths and symptoms: Whisper pipeline language return vs generic from_pretrained behavior in Python classes." + "reason": "Different failures: Qwen3.5 PagedAttentionCache group parsing vs Mistral tokenizer regex patch error." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "Unrelated failures: Qwen3.5 PagedAttentionCache crash vs tokenizer template compilation error." + "reason": "Whisper pipeline return_language regression and from_pretrained-in-class inconsistency are unrelated code paths." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Different problem domains: flex_attention compilation on torch>=2.9 vs Gemma4 device mismatch during forward." + "reason": "Torch>=2.9 compiled flex_attention failure is unrelated to Gemma4 PLE device-map mismatch." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Both are device/runtime issues, but one is Torch version incompatibility and the other is multi-GPU device-map loading for YOLO; not the same bug." + "reason": "Generic torch version incompatibility is not the same as YOLO multi-GPU device_map auto loading." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue is unrelated to Mistral3 image-preprocessor dtype mismatch." + "reason": "Torch 2.10 incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is a different failure from Gemma4 PLE device placement." + "reason": "These are different bugs: torch version incompatibility vs Gemma4 forward device mismatch." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of an earlier issue is unrelated to the Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of another issue is not the same bug as Qwen3.5 invalid group type crash." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Both are docs regressions, but they concern different removed/changed pipeline APIs and are not the same underlying issue." + "reason": "Video-input regression in Qwen VL models is unrelated to a mask shape IndexError." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Different symptoms and likely different root causes: video-input regression vs mask/tensor shape mismatch." + "reason": "Both are docs problems, but they cover different removed/renamed pipeline behaviors." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the non-template node compilation error." + "reason": "Missing Float8 storage and Mistral tokenizer compile error are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Different model families and failures: CamemBERT prediction drift vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "CamemBERT MLM output regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical outputs from SigLIP2 are not the same bug as ModelOutput key assignment with None values." + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are different layers and symptoms." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Export failure with torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are separate export/model bugs." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file breaking from_pretrained." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict is a different tokenizer bug from gguf_file breaking from_pretrained for auto model/tokenizer loading." + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback do not share a concrete code path." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption via sinq is unrelated to continue_final_message on mistral_common tokenizers." + "reason": "Quantized save/load corruption and mistral_common continue_final_message are unrelated bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state handling in save/from_pretrained is a different API path from unwrapping text_config in from_config." + "reason": "extra_state save/from_pretrained handling is unrelated to Qwen 3.5/3.6 text_config unwrapping." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Different problems: isolated reproduction of an earlier issue vs tokenizer continue_final_message behavior." + "reason": "These concern different tokenizer behaviors and different failure modes." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a v5 dev regression for MoE models and the other is a specific weight-shape mismatch; too different to merge safely." + "reason": "Both mention Qwen3-VL loading, but one is a config regression and the other is a weight-shape mismatch." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Separate tokenizer-loading bugs for different model families and causes; not the same underlying failure." + "reason": "Different tokenizer families and different failure points: repository tokenizer loading vs Mistral regex patch crash." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency for Qwen3 MoE is unrelated to disabling mmap on Strix Halo." + "reason": "Qwen3 MoE training memory inefficiency is unrelated to Strix Halo mmap OOM." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." + "reason": "DeepSpeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling is not the same as TimesFM window_size attribute errors." + "reason": "extra_state persistence and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-load failures, but with different models and distinct mechanisms (sleng-bert load failure vs Mistral regex patch crash)." + "reason": "Both are tokenizer load issues, but they involve different models and different root causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different bugs." + "reason": "Both are v5 loading regressions, but base_model_prefix handling and non-persistent buffer junk are distinct problems." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model-specific loading failures with no clear shared code-path." + "reason": "Different model/tokenizer load failures with no shared concrete mechanism." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder tokenizer output corruption are related to tokenizers broadly, but not clearly the same concrete bug." + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are related broadly to tokenizers, but not the same bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different subsystems and failures." + "reason": "Ministral tokenizer BPE markers and Mistral3 lm_head weight tying are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency is unrelated to Sam3 text encoder weights not loading." + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder loading are different model-specific regressions." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "Tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions involve different models and bugs." + "reason": "Whisper return_language and CamemBERT masked LM predictions are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral3 dtype mismatch is unrelated to the template-node compilation error." + "reason": "Image preprocessor dtype mismatch is unrelated to Mistral tokenizer backend crash." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload related, but they affect different models and different execution paths, so they are not the same bug." + "reason": "Both are device/offload-related, but XLNet CPU arange bug and Qwen3_5Moe rotary embedding CPU offload incompatibility are different code paths." } ] }, @@ -3164,10 +3050,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:34567", "issue:36032", @@ -3224,10 +3110,10 @@ "issue:40990|issue:43421", "issue:42915|issue:44530", "issue:44451|issue:44987", - "issue:43644|issue:43646", "issue:43541|issue:45084", - "issue:34567|issue:40444", + "issue:43644|issue:43646", "issue:43582|issue:43632", + "issue:34567|issue:40444", "issue:44811|issue:45584", "issue:43883|issue:44488", "issue:44206|issue:44220", @@ -3242,29 +3128,29 @@ "issue:43746|issue:46326", "issue:43883|issue:44991", "issue:43646|issue:44534", - "issue:44849|issue:45325", "issue:44403|issue:45081", "issue:45084|issue:46869", - "issue:43645|issue:44534", "issue:43792|issue:46869", + "issue:43645|issue:44534", + "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:44464|issue:45987", "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "379a65c001cb4689ce767c72ccd57650d61ca8e5fd1f40195666e8f519c10cf4", + "prepared_review_unit_hash": "5ffb8b7a9350fa107555fe655b1dface7aa74a6069845fccee778d5cf2fcc882", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37007, + "serialized_chars": 37005, "estimated_input_tokens": 9252, "estimated_eval_tokens": 18760 }, @@ -3273,204 +3159,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated Transformers bugs. A few pairs share broad themes like v5 regressions, audio processing, or tied weights, but none look like the same concrete bug/change, so all soft edges should be rejected. If an umbrella issue must be chosen, the broad v5 custom-model initialization regression is the best representative.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43646 is the broadest, most umbrella-like regression report in the set: it describes a generic Transformers v5 custom-model initialization breakage and is the closest fit to the other v5-init/buffer-related reports.", + "summary": "Mostly unrelated issue cluster; no soft-edge pair is strong enough to confirm as a duplicate from the packet alone. issue:43644 is still the best canonical issue because it is the earliest, clearest statement of the v5 non-persistent-buffer regression, with a later near-identical report in 44534.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is the earliest and most precise report of the non-persistent-buffer corruption in v5, and the later 44534 report repeats the same symptom almost verbatim.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most generally representative issue title here and could serve as the nearest umbrella for nearby v5 initialization complaints, even though the cluster is not truly duplicate-heavy.", + "best_issue_reason": "issue:43644 is the strongest dedup target in this set because its title is specific, regression-focused, and it has the cleanest overlap with the later same-bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different subsystems: tokenizer mapping / add-new-model-like vs compiled flex_attention on torch>=2.9." + "reason": "Different bugs: tokenizer mapping/add-new-model-like failure vs compiled flex_attention on torch 2.9." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache linear_attention failure." + "reason": "Different code paths and symptoms: trust_remote_code config fields vs a PagedAttentionCache crash." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity on a specific model is unrelated to runtime post-processor updates for special tokens." + "reason": "Perplexity regression and special-token/post-processor update behavior are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config failure and linear_attention cache crash are different concrete bugs." + "reason": "Both mention Qwen, but they describe different model-specific failures." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and likely different code paths." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same bug." + "reason": "Both are loading failures, but for different models and likely different causes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failure." + "reason": "Torch tracing/grouped_mm error is unrelated to non-template-node compilation failure." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "TrainerState token counting and multimodal iterable-dataset loading are unrelated." + "reason": "Shared v5 context, but different concrete bugs: buffer corruption vs custom model initialization." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Apple Silicon allocator TypeError is unrelated to the _is_hf_initialized flag breakage." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Token-counting state bug and multimodal IterableDataset failure are different issues." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper skip_special_tokens decoding and empty-transcription generation after align_special_tokens are different failures." + "reason": "Both involve Whisper token handling, but the failures are different: batch_decode skip_special_tokens vs empty-transcription generation after align_special_tokens." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading a specific BERT model." + "reason": "Missing all_tied_weights_keys and a specific checkpoint loading failure are not the same bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature issues, but they describe different failures and no shared concrete code-path is evident." + "reason": "Related audio extraction regressions, but one is a LasrFeatureExtractor center-arg crash and the other is a generic _torch_extract_fbank_features() issue; not enough to confirm duplicate." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing tensorflow in extras and an unsupported tensorflow_text backend name are distinct packaging/backend issues." + "reason": "Packaging/backend mapping issues, but they concern different backends and failure modes." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal iterable-dataset batching and mistral_common continue_final_message behavior are unrelated." + "reason": "Multimodal finetuning failure vs mistral_common continue_final_message tokenizer behavior are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-method conflict is unrelated to Jupyter custom-model initialization breakage." + "reason": "Tokenizer special-method conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF-from_pretrained breakage and a Qwen2.5-GGUF v5 loading failure are related in theme but not the same concrete bug." + "reason": "Both are GGUF loading regressions, but one is broad from_pretrained/gguf_file breakage and the other is a Qwen2.5-specific failure; not enough to merge conservatively." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map dequantized offload failure is unrelated to the Qwen2.5-GGUF loading regression." + "reason": "Dequantized model offload failure is a different loading path than GGUF v5 loading." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both involve loading failures on transformers>=5, but different models and likely different tokenizer/model incompatibilities." + "reason": "Both are version-related loading regressions, but for different models and likely different root causes." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation error and GraniteMoEHybrid invalid-method call are unrelated." + "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different bugs." + "reason": "Audio processor sampling-rate default bug is unrelated to MIMI batch-vs-single padding-mask behavior." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local checkpoint loading and mistral_common continue_final_message are unrelated." + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for est-roberta." + "reason": "Different failures: tied-weights attribute missing vs tokenizer loading regression for a specific model." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5-related, but custom model initialization and non-persistent buffer junk are different regression types." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope-index temporal scaling." + "reason": "Custom model initialization and non-persistent-buffer junk are different concrete bugs." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise and a Mistral regex patch crash are not the same bug." + "reason": "General loading noise and Mistral regex patch crash are different issues." }, { "left": "issue:45084", "right": "issue:46869", "accept": false, - "reason": "Template compilation failure and YOLO multi-GPU device-map auto failure are unrelated." + "reason": "Template compilation error is unrelated to YOLO multi-GPU device-map loading failure." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO device-map failure are unrelated." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Jupyter custom-model init breakage and non-persistent buffer junk are separate v5 regressions." + "reason": "Custom model init in notebooks is not the same bug as non-persistent buffers being filled with junk." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Whisper runtime failure and YOLO device-map auto failure are unrelated." + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index bug are different model-specific regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batching issue and DAC from_latents/forward mismatch are different audio-model bugs." + "reason": "Missing padding-mask support in MIMI is unrelated to DAC from_latents vs forward mismatch." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache sequence-length type mismatch are different generation/caching issues." + "reason": "Chunked-generation inconsistency and StaticCache seq-length type mismatch are different runtime bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is untied weights in Mistral3 and the other is device-dependent serialization behavior." + "reason": "Both mention lm_head.weight, but one is weight tying and the other is serialization behavior; not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice for issue:43644 looks grounded, but the cluster summary is a bit too confident for the evidence in the packet. In particular, the accepted soft-edge pair issue:44206 / issue:44220 is not clearly established as a duplicate from the titles alone: one is a LasrFeatureExtractor regression with an unsupported `center` arg, the other is a generic `_torch_extract_fbank_features()` issue. That looks related, but not enough to call a true duplicate conservatively. The summary also overstates the strength of the duplicate evidence by treating that pair as confirmed." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3483,10 +3372,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:28530", "issue:33666", @@ -3539,30 +3428,30 @@ ], "soft_pairs": [ "issue:43994|issue:44610", - "issue:44451|issue:45081", "issue:44987|issue:45081", + "issue:44451|issue:45081", "issue:28530|issue:34567", "issue:42915|issue:44291", "issue:36032|issue:43742", "issue:44265|issue:44610", - "issue:43089|issue:45987", "issue:44062|issue:44987", + "issue:43089|issue:45987", "issue:43322|issue:43540", "issue:42915|issue:44589", - "issue:44479|issue:45325", "issue:43632|issue:46821", + "issue:44479|issue:45325", "issue:45216|issue:45357", "issue:36032|issue:41720", - "issue:44991|issue:46315", "issue:43531|issue:44877", + "issue:44991|issue:46315", "issue:43425|issue:44403", "issue:43611|issue:44534", "issue:43296|issue:43531", "issue:40444|issue:45325", "issue:44220|issue:44683", "issue:45812|issue:46491", - "issue:43381|issue:45923", "issue:44403|issue:44991", + "issue:43381|issue:45923", "issue:43632|issue:44756", "issue:42796|issue:43746", "issue:33666|issue:40444", @@ -3570,202 +3459,202 @@ "issue:40990|issue:44811", "issue:44291|issue:44589" ], - "prepared_review_unit_hash": "4afee39c74cf9b81be3492713c661bfe63ab3ccdf5707f879e3dcab2903ea7c8", + "prepared_review_unit_hash": "0dfd09a8c09e2b2d18d621ad726e6a43bd96f70501899e9e3838804bd483d82f", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are unrelated issue reports despite superficial tokenizer/model-loading overlap. I would only treat the Qwen3.5 save_pretrained reports as the same underlying regression; the rest look like distinct bugs affecting different models, code paths, or symptoms.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45216 is the best canonical issue: it reports the broader Qwen3.5 save_pretrained regression earlier, and 45357 reads like a later, more specific continuation of the same checkpoint-saving bug.", + "summary": "This cluster is heterogeneous: most items are distinct model-specific loading/tokenizer/training regressions, plus a few broader v5-related regressions. None of the proposed soft edges look like the same underlying bug or change, so I would keep them separate.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest representative bug report in the set because it names the regression source clearly (save_pretrained) and covers the broader failure mode, making it the best anchor for deduplication.", + "best_issue_reason": "issue:43611 is the broadest representative of the v5 loading-regression subset, but it still should not be used as a duplicate sink for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: SigLIP2 wrong outputs vs OmDet-Turbo image-size mismatch." + "reason": "Different models and failure modes: Siglip2 wrong outputs vs OmDet-Turbo image-size mismatch." }, { - "left": "issue:44451", + "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but the failure modes and targets differ (ScandiBERT load vs Mistral regex patch crash)." + "reason": "Different tokenizer/loading paths: physical-intelligence/fast load failure vs Mistral regex patch crash." }, { - "left": "issue:44987", + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Distinct model-specific loading regressions; no clear shared bug path." + "reason": "Unrelated model load failure vs Mistral tokenizer backend attribute crash." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Trainer early-stopping metric resolution and token-count tracking are unrelated." + "reason": "Early stopping metric selection and token-count tracking are separate trainer features." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different transformer-v5 breakages: FP8 config handling vs unexpected _is_hf_initialized arg." + "reason": "Both involve v5-era breakage, but one is FP8 config handling and the other is init_empty_weights argument handling." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Separate tokenizer/model-loading issues with different root causes and model families." + "reason": "T5 tokenizer method-name conflict is unrelated to the MobileLLM key error." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export compilation issue vs image processor size mismatch; not the same bug." + "reason": "torch.export/torch_compilable_check failure is unrelated to processor input-size mismatch." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type bug are unrelated." + "reason": "Different bugs: AddedToken special-argument conflict vs model loading failure." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "AddedToken keyword conflict is a tokenizer API bug; the other is a model/tokenizer load regression." + "reason": "Generation performance and StaticCache seq-length type contract are not the same defect." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal failures, but on different models and different code paths." + "reason": "Different multimodal models and distinct crash locations: Llava Next segfault vs Qwen3OmniMoe video ValueError." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different float8 / init regressions with no shared concrete failure." + "reason": "FP8 config failure and missing Float8 storage support are different code paths." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + "reason": "_is_hf_initialized loading bug is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Unrelated v5 model-init flag breakage vs TimesFM window_size AttributeError." + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a still-image temporal-position bug." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained checkpoint corruption; 45357 is a later, more specific manifestation of the same bug." + "accept": false, + "reason": "Same model family, but the reports describe different save_pretrained failures and no proof they are the same underlying bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer-load error and Qwen3 auto device-mapping cuda assert are different failures." + "reason": "Tokenizer load conflict and Qwen3 auto device-map CUDA assert are unrelated." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "One is a tokenizer loading regression, the other is a performance slowdown in convert_tokens_to_ids." + "reason": "Sliding-window behavior and granite_speech config strictness are separate issues." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs granite_speech config strictness." + "reason": "Tokenizer load failure and slow convert_tokens_to_ids performance regression are different problems." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and loading-noise complaint are not the same bug." + "reason": "Torch version incompatibility and loading noise are not the same bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base_model_prefix loading regression and non-persistent-buffer corruption are unrelated transformer-v5 issues." + "reason": "Both are v5 regressions, but model-loading with base_model_prefix and non-persistent buffer junk are different code paths." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding_window bug are distinct." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are unrelated." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as the rope-index temporal-position bug." + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Speech fbank feature extraction and compiled flex_attention are unrelated." + "reason": "Speech feature extraction and compiled flex_attention failures are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behaviors." + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are different behaviors." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag are different problems." + "reason": "Generic loading noise is not the same as the est-roberta tokenizer load failure." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Generic loading noise vs tokenizer load failure; no shared underlying bug." + "reason": "Eval-mode gradient-checkpointing restriction and missing supports_gradient_checkpointing flag are different issues." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Model-init flag issue and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized loading regression is unrelated to Strix Halo mmap OOM avoidance." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different issues." + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are distinct bugs." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention Qwen vision models, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + "reason": "Multi-GPU training for Qwen2-VL and multi-image IterableDataset finetuning for Qwen2.5-VL are different tasks and failures." }, { "left": "issue:43792", @@ -3777,23 +3666,20 @@ "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode skipping special tokens." + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are different defects." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different loading/runtime failures with no shared code-path evidence." + "reason": "init_empty_weights _is_hf_initialized argument handling is unrelated to Float8 storage lookup failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted linkage, issue:45216 with issue:45357, is well supported by the titles as the same Qwen3.5 `save_pretrained` regression. The other pairwise rejections avoid overclaiming and do not rely on unsupported root-cause assertions." - }, - "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 }, @@ -3805,10 +3691,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:35707", "issue:40444", @@ -3871,247 +3757,247 @@ "issue:43531|issue:44291", "issue:42175|issue:45542", "issue:43317|issue:43856", - "issue:44079|issue:44534", - "issue:44462|issue:45812", "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:44079|issue:44534", "issue:44829|issue:45479", "issue:43377|issue:45491", "issue:43296|issue:46821", - "issue:43611|issue:43646", "issue:43818|issue:46402", + "issue:43611|issue:43646", "issue:43818|issue:45357", "issue:43644|issue:44079", "issue:42175|issue:43296", "issue:44265|issue:45072", - "issue:45325|issue:45381", "issue:43493|issue:43994", "issue:40444|issue:45381", + "issue:45325|issue:45381", "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482", - "issue:42796|issue:45381", - "issue:44291|issue:44877" + "issue:44291|issue:44877", + "issue:42796|issue:45381" ], - "prepared_review_unit_hash": "33de6e5b139896d417b718aa72793d52a1eb0393d7683bcb324e9668d0343104", + "prepared_review_unit_hash": "e60af1b6db2aa51339cd3bab9527bac3b57e4793037e22f448fb364bb7693d6c", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37332, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "serialized_chars": 37333, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster of mostly unrelated issue reports, with only a couple of clear duplicate pairs. The strongest true duplicates are the Qwen2.5-VL position-id reports and the SigLIP2 correctness reports; most other soft pairs are same subsystem but not the same underlying bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43611 is the broadest and most representative concrete regression report in the set, centered on Transformers v5 model-loading/init breakage.", + "summary": "This cluster is mostly heterogeneous: many items are unrelated tokenizer, model-loading, backend-packaging, and architecture-specific regressions. Only the two SigLIP2 reports look like the same underlying bug; the rest should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "Use issue:43493 as the canonical issue for the only true duplicate pair: it states the broader SigLIP2 implementation discrepancy, while issue:43994 looks like a downstream symptom of the same model bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best triage anchor overall: it is specific enough to act on, broad enough to represent the main regression theme, and has the clearest duplicate-like neighbor in the set.", + "best_issue_reason": "Issue:43493 is the best single anchor because it describes the root-cause discrepancy against the JAX implementation and is the broader of the two matching SigLIP2 reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Different bugs: tokenizer BPE-marker handling vs a model accuracy regression after upgrade." + "reason": "Different topics: tokenizer BPE-marker handling vs a DeepSeek accuracy regression." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated failures in different areas: AutoTokenizer loading vs Apple Silicon allocator warmup TypeError." + "reason": "Unrelated: Voxtral AutoTokenizer error messaging vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different models and symptoms: GGUF loading failure vs missing `pad_token_id` on `Llama4Config`." + "reason": "Different failures: GGUF loading with v5 vs missing pad_token_id on Llama4Config." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different code paths: generation with `inputs_embeds`/`past_key_values` vs multimodal fine-tuning with multiple images." + "reason": "Different code paths: generation with inputs_embeds/past_key_values vs multimodal finetuning with multiple images." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different bugs: `ModelOutput` key bookkeeping vs Gemma4 FSDP2 shared KV state handling." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states/FSDP2 KeyError." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different issues: GGUF model loading vs CLIPTokenizer max-length handling." + "reason": "Both involve tokenizers, but one is GGUF loading and the other is CLIPTokenizer max-length metadata." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is `_is_hf_initialized` handling and the other is non-persistent buffer serialization; not the same bug." + "reason": "Both are v5 regressions, but they affect different internals: _is_hf_initialized vs non-persistent buffer initialization." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer issues: runtime post-processor updates vs missing BOS/EOS insertion for a specific tokenizer." + "reason": "Related to special tokens, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Same broad model family, but sliding-window behavior and `init_empty_weights` argument handling are distinct code paths." + "reason": "Different issues: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Related packaging/backend theme, but one is missing TensorFlow in the torch extra and the other is a backend detection issue." + "reason": "Both concern TF packaging, but one is missing TF in the torch extra and the other is tensorboard installed without TF." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different problems: device-map/offload loading failure vs Qwen3 MoE training memory usage." + "reason": "Different problems: device_map/offload loading vs MoE training memory usage." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Unrelated bugs: `ModelOutput` key assignment vs junk-filled non-persistent buffers." + "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizer loading, but one is ignoring `tokenizer.json` and the other is wrong token IDs for Granite; not enough evidence they are the same bug." + "reason": "Both are tokenizer-loading regressions, but one is general repo tokenizer.json handling and the other is a Granite-specific token-id regression." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Different failures: Qwen3 device-mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Different bugs in different layers: ModelOutput key bookkeeping vs v5 buffer filling." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both mention degenerate training, but one is tied to flash-attention 3 and the other to a single-label classification loss edge case." + "reason": "Both are seq-classification regressions, but one is flash_attention_3 degenerate training and the other is num_labels=1 problem_type loss collapse." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different model/pathology: MIMI padding-mask batching bug vs Gemma3 sliding-window NaNs." + "reason": "Both mention batching/padding, but they are different models and symptoms with no clear shared code-path." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different products and failures: PaddleOCR-VL load in vLLM vs TimesFM `window_size` AttributeError." + "reason": "Unrelated model-loading failure in vLLM vs a TimesFM window_size AttributeError." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Both are Transformers v5 init/load regressions, but one is `base_model_prefix` loading and the other is custom model initialization; similar area, not clearly the same bug." + "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issues vs Sam3Model text-encoder weights not loading." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Different model-loading issues: Video-LLaVA tower/weights problem vs Sam3Model text-encoder weights not loading." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different bugs in different models: Video-LLaVA architecture issue vs Qwen3.5 `save_pretrained` visual-key regression." + "reason": "Different failures in different models: Video-LLaVA tower issues vs Qwen3.5 save_pretrained key regression." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different regressions: buffer serialization junk vs `ModelOutput` key handling." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Different topics entirely: TensorFlow packaging/backend vs PaddleOCR-VL loading in vLLM." + "reason": "No shared underlying bug: TF backend packaging vs PaddleOCR-VL loading in vLLM." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different failure modes: `torch.export`/`torch_compilable_check` vs bf16 dtype mismatches in inference." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen2.5-VL position-id/rope-index bug affecting still-image and video paths." + "reason": "Different subsystems: torch.export/torch_compilable_check vs bfloat16 dtype mismatches in inference." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 correctness regression: one reports the HF-vs-JAX discrepancy, the other its broken AutoModel/pipeline behavior." + "reason": "Both are SigLIP2 correctness regressions with nonsensical/wrong outputs, and they plausibly share the same underlying implementation bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs: iterable-dataset multi-image finetuning failure vs Qwen2.5-VL position-id computation." + "reason": "Different multimodal failures: multi-image IterableDataset training vs Qwen2.5-VL video vision_position_ids." }, { "left": "issue:45325", - "right": "issue:45834", + "right": "issue:45381", "accept": false, - "reason": "Different models and failures: Qwen2.5-VL position ids vs Kosmos2.5 OCR index error." + "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; too different to merge confidently." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related around tied `lm_head` weights, but one is a missing tie causing bad generation and the other is device-dependent serialization behavior." + "reason": "Both mention lm_head/tied weights, but one is an AyaVision config bug and the other is device-dependent serialization behavior." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different bugs and models: Qwen3MoE FP8 config failure vs Qwen2.5 GGUF loading failure." + "reason": "Unrelated: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading under v5." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:44291", + "right": "issue:46821", "accept": false, - "reason": "Different areas: tokenizer BPE-marker handling vs Qwen2.5-VL position-id logic." + "reason": "Different bugs: init_empty_weights argument handling vs TimesFM window_size AttributeError." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model-specific regressions with no shared concrete code path." + }, + { + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Different loading problems: `_is_hf_initialized` init arg handling vs strict config rejection for `granite_speech`." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL vision position IDs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is grounded in the packet and stays conservative. The two accepted pairs are plausibly the same underlying bug family from the issue titles, and the rejected pairs are generally framed as related-but-distinct rather than overstated as duplicates. The canonical/best-issue choice for 43611 is also supported by the titles in the set." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted pair, the two SigLIP2 issues, is plausibly the same bug based on the titles, and the rest of the soft-edge pairs are reasonably rejected as distinct problems. " }, "evaluator_used": true, "retried": false, @@ -4127,10 +4013,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:34634", "issue:35707", @@ -4190,8 +4076,8 @@ "issue:44479|issue:45823", "issue:43881|issue:44488", "issue:35707|issue:41720", - "issue:34634|issue:35707", "issue:43828|issue:46821", + "issue:34634|issue:35707", "issue:43454|issue:43550", "issue:39692|issue:40444", "issue:43606|issue:43819", @@ -4213,20 +4099,20 @@ "issue:43526|issue:43883", "issue:43572|issue:45759" ], - "prepared_review_unit_hash": "18ff378962f94523322fb258df95386765683cc50bf64c11edccb9a43c764b26", + "prepared_review_unit_hash": "71bfae2f2b7e30436f15e770780deb1f36d61f363bbdcec437a022459c705290", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36797, + "serialized_chars": 36799, "estimated_input_tokens": 9200, "estimated_eval_tokens": 18656 }, @@ -4235,192 +4121,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft edges mostly connect superficially similar issue titles, but they span different models, features, and code paths. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items cover unrelated regressions across loading, tokenization, multimodal processors, training, export, and inference, so the cluster is not a true duplicate set.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs across models, tokenizers, loading/offload, and training utilities. The soft pairs are mostly topical similarity rather than true duplicate-level matches. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly fits the cluster because the issues are largely unrelated; if one representative must be chosen, 43873 is the broadest open regression with the most discussion and the clearest shared offloading/quantization theme.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to keep one representative, issue:43873 is the broadest and most active open report, but it still only covers quantization/offloading and should not act as an umbrella for the rest.", + "best_issue_reason": "43873 is the best global representative only by breadth and activity, but it is still not a true umbrella for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Both mention odd model behavior, but one is a quantization/offload issue and the other is a tokenizer/version regression; different failure modes and code paths." + "reason": "Different bugs and code paths: offloading/quantization vs tokenizer/version regression." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Resume/checkpoint key mismatch is unrelated to Qwen2.5-VL RoPE position scaling; only a loose training/inference similarity." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for Bark is not the same as torch.export failing on torch_compilable_check; distinct subsystems." + "reason": "CPU offload device mismatch is unrelated to torch.export / torch_compilable_check export failures." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter loading from local checkpoints." + "reason": "Audio chat-template sampling-rate default and PEFT local checkpoint loading are different problems." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on gpt-oss is a model evaluation issue, while Whisper's failure is an empty-transcription special-token bug." + "reason": "Perplexity evaluation issue and Whisper empty-transcription special-token bug are not the same failure." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are multimodal regressions, but one is a v5 video-input regression and the other is a Gemma4 PLE device-map forward mismatch." + "reason": "Video-input regression and Gemma4 device-map forward mismatch are separate bugs." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "GLM-4V-9B loading failure and loading cjvt/sleng-bert are unrelated model-loading problems." + "reason": "Both are load failures, but on different models with no shared concrete code-path evidence." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + "reason": "inputs_embeds/past_key_values generation bug is unrelated to cudaErrorAssert under auto device mapping." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different APIs and bugs." + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's window_size AttributeError." + "reason": "BarkProcessor voice_preset and progressive generation with past key values are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying and Bamba torch.compile+SDPA failures affect different model internals." + "reason": "Weight tying/generation corruption and torch.compile+SDPA failure are different concrete issues." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example errors are documentation/processor issues; Qwen2.5-VL finetuning fails in dataset handling with multiple images per prompt." + "reason": "Doc-example errors for SigLIP2 and Qwen2.5-VL finetuning with multi-image iterable datasets are not the same bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both involve model math/runtime issues, but Bark CPU-offload device mismatch is not DAC.from_latents vs forward mismatch." + "reason": "CPU offload device mismatch does not match DAC.from_latents versus forward-pass STE behavior." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/padding are tokenizer-specific, while torch.export export failure is a compiler/export path issue." + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export.export failing on torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 device-map cudaErrorAssert and Gemma4 PLE forward device mismatch are separate model families and error sources." + "reason": "Both mention device mapping, but the model paths and failure modes are different." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batch-padding-mask inconsistency is an encoder bug; OmDet-Turbo is a processor output-size mismatch." + "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "One is an off-by-one in streaming window masking; the other is a tokenizer performance regression in convert_tokens_to_ids." + "reason": "Streaming mask off-by-one and tokenizer conversion slowdown are different regressions." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MoE loading/weight conversion and missing gradient_checkpointing support are unrelated." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "mdeberta-v3-base special-token insertion regression is a tokenizer-specific bug, unlike the broader wrong-token-IDs regression across multiple models." + "reason": "Both are tokenizer regressions, but they affect different APIs and concrete failure modes; not the same bug." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths and model families." + "reason": "lm_head tying failure is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError do not share the same underlying bug." + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution interpolation failure." + "reason": "Both are vision-model issues, but batching/padding-mask behavior and resolution interpolation failures are different bugs." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying issue and BitNet packed-weight unpacking during accelerate loading are unrelated loading/model-structure bugs." + "reason": "Weight tying and packed-weight unpacking during accelerate loading do not look like the same underlying issue." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a language model and ineffective gradient checkpointing with PEFT LoRA are different training/evaluation problems." + "reason": "Evaluation perplexity anomaly and LoRA gradient-checkpointing ineffectiveness are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen3MoE FineGrainedFP8Config support." + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5-era issues, but they concern different mechanisms and symptoms." + "reason": "FSDP CPU-RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same concrete bug." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "device_map auto dequantized model offload and quantization/offloading not working as expected are related at a high level, but the concrete failures are different and not mergeable as one bug." + "reason": "Both touch offload/quantization, but one is dequantized-model loading on cpu+gpu offload and the other is a broader quantization offloading regression; not enough to merge." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and Molmo missing all_tied_weights_keys are unrelated processor vs model attribute bugs." + "reason": "BeitImageProcessorFast label reduction and Molmo all_tied_weights_keys are unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config for composite Qwen multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrap behavior in composite Qwen configs are different config bugs." } ] }, @@ -4442,7 +4328,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:26413", "issue:28530", @@ -4490,7 +4376,8 @@ "issue:46612", "issue:46665", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46869" ], "soft_pairs": [ "issue:43322|issue:46050", @@ -4499,11 +4386,11 @@ "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:41720|issue:44977", - "issue:44466|issue:45357", "issue:36331|issue:42915", + "issue:44466|issue:45357", "issue:43450|issue:45701", - "issue:40990|issue:45701", "issue:43065|issue:46402", + "issue:40990|issue:45701", "issue:44877|issue:44991", "issue:44186|issue:45072", "issue:26413|issue:28530", @@ -4522,230 +4409,240 @@ "issue:44610|issue:44898", "issue:42915|issue:43317", "issue:44423|issue:45406", + "issue:44008|issue:45823", "issue:36010|issue:42617", - "issue:44008|issue:45823" + "issue:46821|issue:46869" ], - "prepared_review_unit_hash": "c9f607d8d44cf6844605c5487672eb65e23ebe5ddf7413be6509be29c1b7f3c9", + "prepared_review_unit_hash": "dd19d7d3ea53d8a75ec4b530de6f28ba2020d1da06bcf19ef17d3224dce39673", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36635, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the items span trainer checkpointing, tokenizers, generation caches, multimodal processors, model loading, quantization, and device/offload bugs. None of the soft pairs look like true duplicates, so I would reject all of them. If a single representative issue is needed, the broadest umbrella is the quantization/offloading report.", - "confidence": 0.98, - "canonical_issue_reason": "issue:43873 is the broadest, most umbrella-like report in the set (offloading + quantization) and has the most cluster-level activity, so it is the best representative if one issue must anchor the bucket.", + "summary": "This set is mostly heterogeneous Transformers bug reports with a few broad theme overlaps (loading, device_map, quantization, tokenization, vision preprocessing). I only see one strong duplicate-like pair: custom model/from_pretrained initialization behavior in 43646 and 46665.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43646 is the broadest and earliest report for the shared custom-model initialization / from_pretrained-in-Python-classes failure, so it best represents the only plausible duplicate cluster here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most general and cluster-central issue; it best captures the offloading/quantization theme present in several nearby reports, even though the cluster overall is not a clean duplicate set.", + "best_issue_reason": "issue:43646 is the best overall issue representative because it describes the underlying API break more directly; 46665 reads like a later variant of the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Different failures: Llava Next load crash vs quantized model save/load corruption. Same broad loading theme, not the same bug." + "reason": "Both are model-loading related, but one is a segmentation fault loading Llava Next and the other is a sinq save/load corruption; different bugs and code paths." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but one is a model load problem and the other is a tokenizer compatibility issue for a specific text model." + "reason": "One is a model loading failure for glm-4v, the other is tokenizer loading failure for a specific roberta checkpoint; same subsystem only at a very broad level." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model families and code paths: Qwen3 auto device mapping CUDA assert vs Llava Next segmentation fault on load." + "reason": "Both involve model loading/device mapping, but one is a CUDA assert on Qwen3 and the other is a segfault on Llava Next; not the same bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unrelated trainer API mismatch versus failure to run a 3D parallel example; only a generic training/runtime similarity." + "reason": "Unexpected compute_loss kwarg vs failure to run 3d_parallel.py are unrelated trainer/custom script issues." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory/resource issues, but one is int4 CUDA reserved-memory growth and the other is a T5/apex RMSNorm leak." + "reason": "One is int4 quantization memory growth, the other is T5 using apex FusedRMSNorm; different underlying problems." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related generation/loading problems, but one is device-mapping CUDA assert and the other is flash-attention generation correctness." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both involve serialization/state saving, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys in Qwen3.5." + "reason": "CUDA assert under device mapping and flash-attention generation corruption are different failures." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Different bugs: custom trainer loss signature mismatch versus Qwen3Moe failure with FineGrainedFP8Config." + "reason": "CustomTrainer kwarg mismatch and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Video batching shape bug and tokenizer-version-dependent behavior are different subsystems and failure modes." + "reason": "Both concern serialization, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys; different concrete bugs." }, { - "left": "issue:40990", + "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression on a specific model is not the same as version-dependent tokenization changes." + "reason": "Batched video processor shape bug vs version-dependent tokenization changes; not the same issue." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Different model components: a dummy Conv2d in Sam3PixelDecoder versus missing text encoder weights in Sam3Model." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same as version-dependent tokenization changes." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading are separate issues affecting different code paths." + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different loader/config issues." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in CI inference." + "reason": "LayoutLMv2Tokenizer crash and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume iterator failure and early-stopping metric handling are distinct Trainer behaviors." + "reason": "Checkpoint resume epoch_iterator failure and early stopping metric handling are distinct Trainer behaviors." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the 3D parallel example failing to run." + "reason": "Qwen3 device-map CUDA assert and inability to run 3d_parallel.py are not the same failure." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both involve model execution/loading with accelerate/SDPA, but one is a compile+SDPA failure and the other is packed-weight unpacking during loading." + "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking during accelerate loading for BitNet are different code paths." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both are offload/memory themed, but one is quantization/offloading behavior and the other is mmap causing OOM on Strix Halo." + "reason": "Quantization offloading behavior and mmap-related OOM on Strix Halo are only loosely related by memory/offload concerns." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both concern cache logic, but one is skipped beam-search cache reorder on specific models and the other is a static-cache seq-length tensor bug on non-CUDA backends." + "reason": "Beam search cache reorder skipping and static-cache seq_length tensor arithmetic break are different generation bugs." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different problems: dtype propagation in Blip2 loading versus incorrect max_steps calculation on resume with batch-size changes." + "reason": "BLIP2 dtype loading bug and resume_from_checkpoint max_steps miscalculation are unrelated." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A regression in processor.tokenizer access is not the same as a version-dependent tokenization change." + "reason": "Processor/tokenizer regression and tokenization-version behavior change are not the same concrete bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram dtype support for MoE is unrelated to a TimesFM window_size attribute error." + "reason": "MPS histogram int support issue and TimesFM window_size AttributeError are different model/backend problems." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both involve loading/dispatch behavior, but one is torch.compile+SDPA and the other is CPU offload device mismatch." + "reason": "Bamba torch.compile/SDPA failure and Bark CPU-offload device mismatch are different failures." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are preprocessing-related, but one is LayoutLMv2 tokenizer crashing on NER/padding and the other is OmDet-Turbo producing the wrong image size." + "reason": "Tokenizer crash on NER inputs and OmDet-Turbo processor/model image-size mismatch are different bugs." }, { "left": "issue:43646", "right": "issue:46665", - "accept": false, - "reason": "Transformers 5 custom model initialization breaks and from_pretrained inside Python classes are different initialization semantics issues." + "accept": true, + "reason": "These describe the same custom-model/from_pretrained-in-Python-classes initialization regression, just from slightly different angles." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve KV/cache behavior, but one is responses API continuation indexing and the other is seq-length arithmetic for static cache." + "reason": "KV-cache continuation indexing and static-cache seq_length device tensor arithmetic are different cache bugs." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both touch tied/serialized weights, but they are different models and different bugs: missing lm_head tying vs wrong visual encoder keys." + "reason": "Untied lm_head weight in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different serialization problems." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-resolution issues, but they affect different models and different mechanisms: processor output size vs interpolate_pos_encoding failure." + "reason": "Both are vision resolution/preprocessing issues, but they affect different models and failure modes; not clearly the same bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 config failure and device_map auto offload/dequantized-model loading failure are separate model-loading bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model load with device_map=auto are different quantization/loading issues." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are both serve-side failures, but they are distinct attribute/access bugs." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are related to serving, but not the same concrete defect." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-name collision in forward and Gemma4 PLE device mismatch under device_map=auto are unrelated model bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import regression and 3D parallel example failure are unrelated." + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch during auto device mapping." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are different model-specific issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are generally conservative. The one accepted duplicate-like pair, 43646/46665, is plausibly the same custom-model / from_pretrained initialization regression based on the issue titles, and the rest of the pair rejections avoid over-claiming duplicates across only broad subsystem overlap." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4760,7 +4657,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:28530", "issue:29159", @@ -4772,9 +4669,11 @@ "issue:36032", "issue:36331", "issue:41720", + "issue:42490", "issue:42915", "issue:43316", "issue:43322", + "issue:43329", "issue:43425", "issue:43526", "issue:43531", @@ -4807,12 +4706,10 @@ "issue:46291", "issue:46665", "issue:46821", - "issue:46858", - "issue:46869" + "issue:46858" ], "soft_pairs": [ "issue:45632|issue:45684", - "issue:46821|issue:46869", "issue:44464|issue:46858", "issue:41720|issue:45161", "issue:28530|issue:33666", @@ -4832,203 +4729,204 @@ "issue:43550|issue:43653", "issue:30064|issue:34634", "issue:44387|issue:45701", - "issue:44492|issue:44509", "issue:43873|issue:45704", + "issue:44492|issue:44509", "issue:43606|issue:43720", "issue:44534|issue:46665", "issue:43531|issue:45759", - "issue:41720|issue:43746" + "issue:41720|issue:43746", + "issue:42490|issue:43329" ], - "prepared_review_unit_hash": "c1b0b3de8696f2c24a02496889aaddba73605b2d5db9c7aa5452d3d35a774ee6", + "prepared_review_unit_hash": "9b9aa56557706664718a166e26e04675d7621dfb4d0c0f68218d34e849be1609", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 34972, - "estimated_input_tokens": 8743, - "estimated_eval_tokens": 17742 + "serialized_chars": 35664, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are only loosely related at a broad Transformers-bug level; none of the soft pairs appear to describe the same underlying defect or change, so all proposed duplicate edges should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "issue:46858 is the most precise, localized bug report in the set (_prefill/static cache + torch.compile on non-CUDA backends), so it is the best single issue to anchor the cluster if one must be chosen.", + "summary": "This cluster is a loose set of mostly unrelated Transformers issues that only share broad subsystem similarity (tokenizers, generation, multimodal models, quantization, cache/compile). None of the proposed soft pairs looks like the same underlying bug, so no merges are warranted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44464 is the clearest concrete runtime bug in the set and the most representative of the generation/cache/compile family, which is the closest thing to a central theme in this otherwise noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 has the clearest code-path, strongest repro specificity, and the most actionable fix surface among the issues listed.", + "best_issue_reason": "issue:44464 is the strongest standalone issue here: specific, reproducible, and tied to an execution-path failure rather than a vague API or documentation mismatch.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Different problems: cache-path collision for trust_remote_code vs permission propagation in save_pretrained." - }, - { - "left": "issue:46821", - "right": "issue:46869", - "accept": false, - "reason": "Unrelated models and failures: TimesFM window_size AttributeError vs YOLO multi-GPU device-map failure." + "reason": "Different bugs: one is a cache-path collision for trust_remote_code local models, the other is permission propagation in save_pretrained/register_for_auto_class." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache/compile, but one is chunked-generation inconsistency and the other is a static-cache slice arithmetic bug on non-CUDA backends." + "reason": "Both involve generation/cache/compile, but the failures differ: inconsistent chunked generation outputs vs a device-tensor seq-length arithmetic break in static cache on non-CUDA backends." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model families and failure modes: cudaErrorAssert on Qwen3 vs tensor-parallel not working on GPT-OSS MoE." + "reason": "Different models and failure modes: Qwen3 auto device mapping cudaErrorAssert vs GPT-OSS MoE tensor parallelism not working." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping/metric selection is unrelated to Qwen2-VL multi-GPU training." + "reason": "Early stopping/eval metric selection is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and bugs: CamemBERT masked-LM regression vs Qwen3 modular recurrent-state reset with cache." + "reason": "Different model behaviors: CamemBERT masked LM predictions in v5 vs Qwen3 modular recurrent state reset under cache." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Both are model/config issues, but one is Qwen3-MoE sliding-window behavior and the other is a StableLmConfig pad_token_idx regression." + "reason": "One is a Qwen3-MoE sliding_window bug; the other is a StableLmConfig missing pad_token_idx after a version update." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 loading failure is unrelated to the pipelines import error caused by kernels v0.15 version/revision requirements." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to pipelines import failing because kernels v0.15 requires version/revision." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are distinct bug paths." + "reason": "BEiT fast image processor label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer API signature break vs GPU auto device-mapping assert are unrelated." + "reason": "Trainer API signature mismatch is unrelated to Qwen3 auto device mapping CUDA asserts." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but they affect different tokenizers and different code paths." + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different code paths (LayoutLMv2 NER/padding vs MLuke task AttributeError)." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config consistency issues, but Gemma3TextConfig API mismatch is not the same bug as GPTNeoX rotary_pct resetting on reload." + "reason": "Gemma3TextConfig API inconsistency is not the same as GPTNeoX rotary_pct silently reverting on reload." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to the TimesFM window_size AttributeError." + "reason": "Torch 2.10 incompatibility is a dependency-compat issue, while TimesFM window_size is an AttributeError in model code." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe and Llava Next load segfault are different failures." + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model-loading/runtime problems." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping/eval metric selection is unrelated to void segmentation map processing." + "reason": "Early stopping metric handling is unrelated to image processor void segmentation map processing." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are separate issues." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both touch Qwen multimodal models, but one is video-input validation and the other is from_pretrained weight_only loading." + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as Qwen3VL from_pretrained weight_only=True failure." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is not the same defect as T5Tokenizer add_special_tokens method conflict." + "reason": "Slow/fast tokenizer inconsistency is a different problem from T5Tokenizer add_special_tokens method-name conflict." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA on Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer mask token registration/decode behavior." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated." + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset parsing/usage." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization memory regression is not the same as tokenization changing across versions." + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as tokenization changes across versions." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Cache-strategy typo and docs mentioning removed pipeline tasks are different documentation issues." + "reason": "Quantization offloading issues are unrelated to T5 silently using apex.FusedRMSNorm and its memory leak." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "A cache-strategy typo is unrelated to outdated docs mentioning removed pipeline tasks." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are distinct loading/offloading bugs." + "reason": "CPU offload device mismatch in Bark-small is not the same as BitNet packed weights not being unpacked during accelerate loading." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk vs from_pretrained behavior inside Python classes are different failures." + "reason": "Non-persistent buffer initialization junk in v5 is unrelated to from_pretrained behaving inconsistently inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config failing to unwrap text_config for composite Qwen multimodal configs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping assert and GraniteSpeech PEFT checkpoint loading are different code paths." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT-adapter local checkpoint loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-model trailing-slash import warning is unrelated to the undefined video helper bug in multimodal token counting." } ] }, @@ -5050,16 +4948,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:34567", "issue:34634", "issue:35707", "issue:39692", "issue:41720", - "issue:42490", "issue:42886", - "issue:43329", "issue:43381", "issue:43388", "issue:43421", @@ -5075,6 +4971,8 @@ "issue:44077", "issue:44368", "issue:44451", + "issue:44514", + "issue:44545", "issue:44589", "issue:44610", "issue:44625", @@ -5102,9 +5000,8 @@ "issue:46858" ], "soft_pairs": [ - "issue:42490|issue:43329", - "issue:45406|issue:45464", "issue:43388|issue:45059", + "issue:45406|issue:45464", "issue:43606|issue:43653", "issue:34567|issue:35707", "issue:43540|issue:46858", @@ -5113,8 +5010,8 @@ "issue:45759|issue:45859", "issue:45357|issue:46402", "issue:44451|issue:44991", - "issue:44077|issue:44625", "issue:43531|issue:44589", + "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44062|issue:44451", "issue:44898|issue:45072", @@ -5129,210 +5026,211 @@ "issue:41720|issue:45704", "issue:43381|issue:45704", "issue:45704|issue:45923", - "issue:42886|issue:44843" + "issue:42886|issue:44843", + "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "f18783b23e9e34acc3ae51143c139a34819a0aabe8d3cbfd15592ba0577d814c", + "prepared_review_unit_hash": "6695a36e2b4b44da01430bdb6e4ed67692352f201e4a3bf71420655c17f5da58", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36496, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. Only the HF_HUB_OFFLINE tokenizer-loading reports appear to be the same underlying bug; the rest are different models, subsystems, or failure modes and should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44843 is the more specific root-cause report: AutoTokenizer.from_pretrained unconditionally calls model_info() in _patch_mistral_regex, which breaks offline tokenizer loading; issue:42886 is the broader symptom report.", + "summary": "Two pairs are true duplicates: the HF_HUB_OFFLINE tokenizer-loading reports, and the Qwen2_5_VLProcessor batched padding=False crash. The other soft matches are only broad subsystem similarity and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the strongest canonical issue: it describes the offline tokenizer failure with the concrete root cause (`model_info()` being called unconditionally in `_patch_mistral_regex`), which makes it more actionable than the generic symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative of the only true duplicate pair because it identifies the concrete code path and fix target, while issue:42886 is a user-facing manifestation.", + "best_issue_reason": "issue:44843 is the best representative issue in this set because it is precise, root-cause-oriented, and clearly scoped to a single reproducible failure path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Different bugs: trailing-slash local path warning vs undefined names in multimodal token counting video branch." + "reason": "Different bugs: metric label truncation vs. SAM3 text/box prompting behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different code paths and failures: Gemma4Processor _tokenizer crash vs Qwen3.5 streaming chat/completions issue." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Both involve training/inference behavior, but the concrete bugs are unrelated: gather_for_metrics tuple truncation vs SAM3 text+box behavior." + "reason": "Unrelated failures: Gemma4Processor serve crash vs. Qwen3.5 streaming inference issue." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Unrelated failures: CPU offload device mismatch in Bark vs BigBirdTokenizer special-token registration." + "reason": "Different subsystems: CPU offload device mismatch vs. tokenizer special-token registration." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Different areas: TrainerState token-count tracking vs generation with inputs_embeds and past_key_values." + "reason": "No shared code path; trainer token counter update is unrelated to progressive generation with embeds/past KV." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Both mention video/cache contexts, but one is Qwen3OmniMoe video-input validation and the other is static-cache slice arithmetic on non-CUDA backends." + "reason": "Different failure modes in different stages of generation/video handling." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention windowing, but they are different models and different parameters: Qwen3-MoE sliding_window vs TimesFM window_size AttributeError." + "reason": "Both mention windowing, but the model and bug are different (Qwen3-MoE sliding window vs. TimesFM window_size AttributeError)." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Bark voice preset bug and Qwen3 device-mapping CUDA assert are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5-related, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding compatibility." + "reason": "Both are Qwen-related, but one is config unwrapping and the other is CPU-offload rotary embedding incompatibility." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different multimodal loading bugs: incorrect visual-encoder keys on save_pretrained vs Sam3Model text encoder weights not loading." + "reason": "Different model families and different load-time bugs." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but they reference different models and likely different root causes." + "reason": "Both are tokenizer-loading regressions, but they affect different models and do not show the same underlying failure path." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Unrelated: patchtsmixer post_init validation vs Qwen3.5 num_labels propagation." + "reason": "Sliding-window logic is unrelated to the Float8 storage lookup error." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding_window behavior vs Float8 storage lookup error." + "reason": "Different issues: post_init policy vs. num_labels propagation in Qwen3.5." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Different bug classes: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." + "reason": "Both concern load/save behavior, but one is non-persistent buffers and the other is class-wrapped from_pretrained inconsistency." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer-related, but not the same bug: AddedToken special-argument conflict vs ScandiBERT loading failure." + "reason": "Tokenizer special-argument error is not the same bug as loading ScandiBERT in the latest version." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different subsystems: Perceiver image-size interpolation vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different model backends and failures: image resolution handling vs. dtype mismatch in inference." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both touch classification config, but one is config propagation and the other is zero-loss behavior for num_labels=1 across models." + "reason": "Shared `num_labels` theme only; config propagation is not the same as the zero-loss classification bug." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different loading regressions: a specific model load failure vs PIL image processors incorrectly requiring torchvision." + "reason": "Unrelated regressions in model loading vs. image-processor dependency requirements." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different training issues: gradient checkpointing in eval mode vs gradient growth with HfDeepSpeedConfig + ZeRO-3." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve vision processors, but one is a docs example with model/processor mismatch and quantization failure; the other is an OmDet-Turbo processor resolution mismatch." + "reason": "Both involve processor/model mismatches, but they are different models and different bugs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained regression for Qwen3.5 visual encoder keys." + "reason": "A training warning about tie_word_embeddings is unrelated to visual-encoder key serialization." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Different performance/functionality issues: SmolVLM video padding calculation vs FA2 long-context performance regression." + "reason": "Video padding bug and long-context FA2 performance regression are separate issues." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different persistence bugs: GraniteSpeech PEFT local checkpoint loading vs quantized sinq save/load breakage." + "reason": "Different serialization paths: PEFT checkpoint loading vs. quantized save/load breakage." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve token metadata, but one is runtime post-processor updates and the other is save/load of DiaConfig token IDs causing generation failure." + "reason": "Runtime post-processor update bug is different from save/load token-ID loss and generation IndexError." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely unrelated: Qwen3 auto device mapping cudaErrorAssert vs T5 apex.FusedRMSNorm memory leak." + "reason": "Completely unrelated: CUDA assert on A800 vs. T5 RMSNorm memory leak." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Different issues with no shared code path: gradient checkpointing eval-mode restriction vs T5 RMSNorm memory leak." + "reason": "No overlap in underlying bug." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "No shared bug: T5 apex RMSNorm leak vs missing supports_gradient_checkpointing flag in Nemotron-3-Nano-Omni." + "reason": "Memory leak in apex RMSNorm is unrelated to missing gradient-checkpointing support." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Same underlying offline-tokenizer loading bug; 44843 pinpoints the unconditional model_info() call in _patch_mistral_regex that explains the cache/offline failure reported in 42886." + "reason": "Same offline-mode tokenizer-loading failure; 44843 names the concrete root cause in `_patch_mistral_regex`." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only accepted duplicate pair is the offline tokenizer-loading bug (42886/44843), and the other soft-edge calls are conservative rejections based on clearly different titles and failure modes. No overreach or mergeability issues detected." + "feedback": "The summary is grounded in the packet, and the two accepted pairs are well-supported duplicates: the HF_HUB_OFFLINE tokenizer-loading reports and the Qwen2_5_VLProcessor batched padding=False crash. The rejected soft matches are described conservatively as separate bugs, with no obvious overstatement from the available titles/body metadata." }, "evaluator_used": true, "retried": false, @@ -5351,7 +5249,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:30064", "issue:36010", @@ -5363,14 +5261,15 @@ "issue:43550", "issue:43596", "issue:43611", + "issue:43618", "issue:43643", "issue:43653", + "issue:43697", "issue:43720", "issue:43746", "issue:43782", "issue:43819", "issue:43873", - "issue:43927", "issue:43994", "issue:44008", "issue:44062", @@ -5378,12 +5277,12 @@ "issue:44220", "issue:44361", "issue:44488", - "issue:44514", - "issue:44545", + "issue:44661", "issue:44671", "issue:44918", "issue:44936", "issue:44995", + "issue:45072", "issue:45081", "issue:45356", "issue:45381", @@ -5402,7 +5301,6 @@ "issue:46858" ], "soft_pairs": [ - "issue:44514|issue:44545", "issue:44918|issue:44936", "issue:45759|issue:45923", "issue:46032|issue:46463", @@ -5415,228 +5313,246 @@ "issue:43421|issue:44186", "issue:45081|issue:45356", "issue:30064|issue:36010", - "issue:45356|issue:45907", "issue:46829|issue:46832", + "issue:45356|issue:45907", "issue:45987|issue:46829", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:43295|issue:45834", "issue:43550|issue:44361", - "issue:43550|issue:43927", + "issue:43550|issue:45072", "issue:44062|issue:44488", - "issue:43540|issue:46294", "issue:43596|issue:44220", + "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:44008|issue:46858", "issue:43531|issue:43643", - "issue:43611|issue:46665" + "issue:43611|issue:46665", + "issue:43618|issue:43697", + "issue:43653|issue:43819", + "issue:44220|issue:44661" ], - "prepared_review_unit_hash": "beeda1cea2e23b46e4bd0d6ab9a0562709ed963c35bc9569fe50b47cc85691db", + "prepared_review_unit_hash": "b15632b3a197eef72a82e9d230ba6a32cf4767e1b72bc0b916f05e3ef90c72ac", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35928, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False reports. The rest are different bugs or regressions in unrelated code paths, even when they share a broad theme like tokenizers, cache, or video handling.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44514 is the best canonical issue because it is concrete, reproducible, and has an exact near-duplicate counterpart (issue:44545) with the same failure mode and title.", + "summary": "The cluster is mostly heterogeneous: most high-scoring pairs share broad vocabulary (tokenizers, caches, multimodal/video, loading) but not the same concrete bug. I found one plausible duplicate pair around `cache.get_seq_length()` return type / static cache behavior; otherwise the rest should stay separate.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45987 most directly states the root `cache.get_seq_length()` contract bug, which also explains the later static-cache/torch.compile variant in 46858.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest global representative: it describes a specific user-facing crash with a clear reproduction path and is the only item with a strong duplicate match.", + "best_issue_reason": "45987 is the clearest and most general representative of the shared cache-length API problem, so it is the best issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same underlying bug: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; this is a direct duplicate." - }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both mention training/evaluation behavior, but one is about Qwen3.5 embedding unpacking with TRL SFT trainer and the other is a generic trainer.evaluate() failure after train(); different bugs." + "reason": "Different bugs: Qwen3.5 embedding unpacking vs trainer.evaluate() failing after train()." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different model/config issues: unwrapping text_config for composite multimodal configs vs missing supports_gradient_checkpointing on a trust_remote_code variant." + "reason": "Different areas: multimodal config unwrapping vs missing trust_remote_code gradient flag." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Unrelated code paths: Mamba2Mixer cache correctness with seq_len>1 versus a T5 decoder-input validation error message." + "reason": "Different code paths: Mamba2 cache logic vs T5 decoder-input validation/error wording." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "One is a SigLIP2 doc/example mismatch plus quantization failure; the other is a quantization/offloading behavior issue. Not the same bug." + "reason": "Docs/example mismatch plus quantization failure is unrelated to quantization offloading behavior." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to quantization offloading behavior." + "reason": "PEFT local checkpoint loading and quantization offloading are different failures." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failures: SigLIP2 incorrect results with AutoModel/pipeline versus CamemBERT masked LM predictions in v5." + "reason": "Same broad model-family theme, but different models and different root causes." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern tokenizers, but one is runtime post-processor refresh behavior and the other is BigBird mask-token registration/empty decode. Not the same concrete defect." + "reason": "Both involve special tokens, but runtime post-processor updates and missing special-token registration are distinct bugs." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL issues: weight_only loading error versus incorrect video vision_position_ids." + "reason": "Different models and failures: weight_only load error vs video position-id bug." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both involve cache state, but one is a GlmMoeDsa stale indexer cache on second forward pass and the other is a StaticCache seq-length type bug under torch.compile on non-CUDA backends." + "reason": "Different cache/indexing failures: stale indexer on second forward vs get_seq_length return-type issue." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: special-token post-processor updates versus LayoutLMv2 tokenizer crashes on NER/batching." + "reason": "Tokenizer backend refresh bug is unrelated to LayoutLMv2 NER padding/truncation crash." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Related to tokenizer regex handling, but the concrete failures differ: backend_tokenizer attribute access crash versus codec handling/regression warning in Kimi-K2.5." + "reason": "Both touch tokenizer regex handling, but one is a crash and the other is a codec/regression warning issue." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor void segmentation maps versus a GenerationMixin import error." + "reason": "Completely unrelated: segmentation-map processing vs GenerationMixin import error." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Tokenizer regression versus a repo-listing API forwarding bug; no shared code path." + "reason": "Different RT-DETR/VideoPrism issues with different failure modes." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Different models and failure modes: output field mismatch in VideoPrism versus RTDetr forward TypeError from feature-level mismatch." + "reason": "Tokenizer regression is unrelated to forwarding `revision` in `list_repo_files`." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache return-type contract bug is unrelated to VideoPrism hidden_states/output mismatch." + "reason": "Cache-length API bug is unrelated to VideoPrism output-field misassignment." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different subsystems and symptoms: BitNet loading/unpacking versus DAC.from_latents STE mismatch." + "reason": "Packed-weight loading bug and DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration issue versus BitNet packed-weight loading; not the same bug." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are different bugs." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both mention processor/input handling, but one is a processor.tokenizer regression and the other is a Kosmos2.5 OCR index error." + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR index error are different multimodal issues." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba-9B-v2 torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." + "reason": "torch.compile SDPA failure and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43550", - "right": "issue:43927", + "right": "issue:45072", "accept": false, - "reason": "Different failures: SDPA compile bug versus DiaConfig custom token IDs lost on save/load." + "reason": "Different inference bugs in different model paths; not the same concrete failure." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor TypeError is not clearly the same as a model-loading failure for cjvt/sleng-bert." + "reason": "AddedToken constructor error does not match the model-loading failure described in 44488." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Both are Qwen video-related, but one is a Qwen3OmniMoe video processing ValueError and the other is a Qwen3.5 chat-template token/feature mismatch. Different concrete bugs." + "reason": "Deepspeed/BERT index error is unrelated to `_torch_extract_fbank_features()`." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Deepspeed ZeRO-3 BertModel indexing error is unrelated to _torch_extract_fbank_features()." + "reason": "Both are video-input related, but they fail in different Qwen models and different stages." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position-id bug in Qwen2.5-VL is unrelated to a long-context FA2 performance regression." + "reason": "Video position-id correctness bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma 3n forward variable collision is unrelated to StaticCache.get_seq_length() returning a device tensor." + "reason": "Gemma3n variable collision is unrelated to the static-cache `get_seq_length()` bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig.trust_remote_code missing fields are different bugs." + "reason": "Sliding-window Qwen3-MoE issue is unrelated to missing fields in trust_remote_code config objects." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both concern from_pretrained/loading, but the specific problems differ: base_model_prefix breakage in Transformers 5.0.0 versus inconsistent use inside Python classes." + "reason": "Base_model_prefix loading regression and from_pretrained-in-classes inconsistency are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output divergence." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug and DAC reconstruction mismatch are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping failure are different issues." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying bug: `cache.get_seq_length()` returns a tensor instead of a Python int, which breaks static-cache arithmetic in different call paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analyst summary is grounded in the packet and stays conservative on the soft edges. The one accepted pair, issue:44514 vs issue:44545, is an exact title match for the same Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash, so treating it as a duplicate is justified. The remaining pairs are mostly broad thematic similarities but different concrete failure modes, so the rejections are appropriately cautious." - }, - "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 }, @@ -5648,10 +5564,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:30064", "issue:34634", @@ -5664,32 +5580,32 @@ "issue:43388", "issue:43540", "issue:43550", + "issue:43577", "issue:43606", - "issue:43618", "issue:43643", "issue:43644", - "issue:43653", - "issue:43697", "issue:43716", "issue:43749", "issue:43756", + "issue:43782", + "issue:43818", "issue:43819", "issue:43825", + "issue:43950", "issue:43994", "issue:44008", "issue:44186", - "issue:44220", "issue:44442", "issue:44448", "issue:44479", "issue:44485", "issue:44509", - "issue:44661", "issue:44671", "issue:44821", "issue:44843", "issue:44877", "issue:44898", + "issue:44977", "issue:44991", "issue:45072", "issue:45081", @@ -5699,229 +5615,223 @@ "issue:45584", "issue:45685", "issue:45834", + "issue:45987", "issue:46032" ], "soft_pairs": [ - "issue:43618|issue:43697", - "issue:43653|issue:43819", "issue:44186|issue:44898", - "issue:44220|issue:44661", - "issue:43643|issue:44877", - "issue:41720|issue:44991", "issue:43335|issue:43756", + "issue:41720|issue:44991", + "issue:43643|issue:44877", "issue:30064|issue:36331", "issue:43550|issue:43819", "issue:44843|issue:45081", - "issue:43540|issue:44008", "issue:44485|issue:44509", - "issue:39692|issue:45834", + "issue:43540|issue:44008", "issue:44821|issue:45084", + "issue:39692|issue:45834", "issue:44186|issue:44442", "issue:44448|issue:44671", "issue:43644|issue:43749", "issue:45183|issue:45479", - "issue:43322|issue:45685", "issue:34634|issue:36010", - "issue:43606|issue:45072", + "issue:43322|issue:45685", "issue:45584|issue:45834", - "issue:44479|issue:45834", + "issue:43606|issue:45072", "issue:43388|issue:46032", - "issue:43550|issue:45072", + "issue:44479|issue:45834", "issue:43825|issue:43994", - "issue:43716|issue:44008" + "issue:43716|issue:44008", + "issue:43577|issue:43818", + "issue:43950|issue:45987", + "issue:43782|issue:44977" ], - "prepared_review_unit_hash": "0619e9294eb1bf859831e3a56b3ce3f38972907a6b5ff4104ed4ffb821f69a8b", + "prepared_review_unit_hash": "57774820166c9aac55c2058ed9b963b83f7ea13fdedc95a29dca6accbe4f56c4", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35414, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35864, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a semantic false positive: the issues span unrelated bugs across many different models and subsystems (tokenizers, configs, multimodal processors, training, inference, docs, and CI regressions). None of the soft edges look like true duplicates or the same underlying change.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one concrete bug or fix target.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs across tokenizers, multimodal processors, loading, training, and docs. None of the candidate pairs look like the same underlying defect, so there is no meaningful duplicate consolidation here.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated bugs in tokenizers, vision/multimodal loading, training, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative; picking any one would misrepresent the rest of the cluster because the failure modes and code paths are distinct.", + "best_issue_reason": "No issue is a strong global representative because none of the soft pairs appear to be true duplicates or one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "Both are v5 regressions, but they affect different model families and different code paths (CLIPOutput vs RTDetrV2 outputs)." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated bugs." - }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-size failures are separate model-specific issues." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Audio fbank feature extraction and the add-new-model-like script failure are unrelated." + "reason": "Different models and failure modes: tokenizer crash on NER/padding vs Perceiver image-classification resolution handling." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Unrelated architecture bugs: sparse-layer creation in SwitchTransformers vs RoPE layer dropping in Smollm3." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 device-mapping CUDA asserts and tokenizer loading for est-roberta are unrelated." + "reason": "Different subsystems entirely: Qwen3 device-mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are different model bugs." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection; not the same bug." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Segmentation-map processing and CustomTrainer loss-signature handling are unrelated." + "reason": "Image segmentation-map processing and trainer loss-signature handling are unrelated code paths." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA behavior in Bamba is unrelated to DAC latent decoding mismatch." + "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs DAC latent reconstruction mismatch." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function area, but different concrete failures: offline model_info call vs backend_tokenizer attribute error." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Video input validation in Qwen3OmniMoe and Gemma3n variable collision are different multimodal bugs." + "reason": "Same helper area, but different bugs: offline model_info call vs backend_tokenizer attribute crash in Mistral regex patching." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and v5 docs cleanup are not the same bug/change." + "reason": "GLM-5 RoPE implementation is unrelated to docs mentioning removed pipeline tasks." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 OCR long-input indexing are unrelated." + "reason": "Different multimodal models and errors: Qwen3OmniMoe video processing vs Gemma3n variable name collision." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and a template-compilation TypeError are unrelated code paths." + "reason": "Unrelated: AutoImageProcessor URL loading vs a template compilation TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 doc/quantization issues vs Kosmos2.5 long-OCR index error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Both mention tokenizers, but they are different tokenizer/model failures with different symptoms and fixes." + "reason": "Tokenizer padding/NER crash is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different output regressions in different models; no shared concrete bug." + "reason": "Different regressions in different models: Pegasus output drift vs CamemBERT masked-LM errors." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are separate issues." + "reason": "Both concern loading behavior, but one corrupts non-persistent buffers while the other breaks FSDP CPU RAM efficient loading." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging and degenerate zero-loss classification are unrelated." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next segmentation faults and MPS histogram support are unrelated runtime issues." + "reason": "Validation error messaging for input_ids/inputs_embeds is unrelated to single-label classification zero-loss behavior." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import failures are unrelated." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both are device/dtype mismatch reports, but they affect different models and execution paths." + "reason": "Llava Next loading segfault and MPS histogram Int support error are unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 OCR indexing." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR input indexing." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 long OCR indexing are unrelated." + "reason": "Both involve device/dtype issues, but they affect different models and code paths with different root causes." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering on tuple labels and Mamba2 cache corruption are different bugs." + "reason": "Metric-gathering label truncation and Mamba2Mixer cache correctness are unrelated bugs." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and bfloat16 dtype mismatches are not the same code-path problem." + "reason": "Different multimodal regressions: Qwen VL video-input breakage vs Kosmos2.5 OCR index error." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline docs/error-message regression and SigLIP2 nonsensical outputs are unrelated." + "reason": "Docs/error-message mismatch for removed pipeline tasks is unrelated to SigLIP2 model output quality." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n audio mask name collision are unrelated." - } - ] + "reason": "Mistral-3 dtype mismatch and Gemma3n attribute collision are different bugs in different models." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing issues are not the same defect." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption and StaticCache return-type mismatch are unrelated core regressions." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3-family failures: from_pretrained weight_only loading vs flash-attention generation." + } + ] }, "evaluator_result": null, "evaluator_used": false, @@ -5938,10 +5848,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:28218", "issue:29159", @@ -5958,33 +5868,33 @@ "issue:43720", "issue:43749", "issue:43782", - "issue:43818", "issue:43819", "issue:43825", "issue:43827", "issue:43931", - "issue:43950", "issue:44291", "issue:44561", "issue:44610", "issue:44671", "issue:44805", "issue:44811", + "issue:44857", "issue:44912", "issue:44936", - "issue:44977", "issue:44991", "issue:45003", "issue:45020", "issue:45072", "issue:45081", "issue:45325", + "issue:45372", "issue:45381", + "issue:45406", "issue:45701", - "issue:45987", "issue:46285", "issue:46291", "issue:46294", + "issue:46326", "issue:46463", "issue:46512", "issue:46665", @@ -5993,13 +5903,10 @@ "issue:46846" ], "soft_pairs": [ - "issue:43577|issue:43818", - "issue:43950|issue:45987", - "issue:43782|issue:44977", "issue:43582|issue:46512", - "issue:43421|issue:44811", - "issue:46294|issue:46463", "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43421|issue:44811", "issue:44561|issue:45020", "issue:43931|issue:46846", "issue:43540|issue:45381", @@ -6018,192 +5925,195 @@ "issue:46697|issue:46728", "issue:43653|issue:44912", "issue:43262|issue:43819", - "issue:43782|issue:45325" + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:45372|issue:46326" ], - "prepared_review_unit_hash": "b3d9941364c15a95f7ec8c6a591efb58ffc22d2116e3d3b295945df052c85b97", + "prepared_review_unit_hash": "13faedc36b07ab4895f90610aea701b16e35662307700bdcf528430e667d0c0e", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35988, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "serialized_chars": 35940, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate/merge candidates stand out: the pairs mostly share broad theme words (tokenizer, loading, dtype, video, etc.) but describe different concrete failures, models, or code paths. I would keep them separate and use the most active, well-scoped bug report as the cluster representative.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43749 is the best cluster representative: it has the highest discussion/inbound-reference activity and a concrete, reproducible regression around FSDP CPU RAM-efficient loading.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The soft pairs are only loosely theme-matched (tokenizers, v5 regressions, loading, VL/video), but none look like the same concrete bug or change that could be merged into one fix PR.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43749 is the strongest standalone report here: it has the most discussion and inbound references, and it describes a concrete, actionable loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the strongest global issue candidate because it is high-signal, actionable, and clearly describes a specific broken loading path with visible user impact.", + "best_issue_reason": "issue:43749 is the best overall anchor for the set because it is well-discussed, specific, and clearly reproducible; the other items are mostly separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Different bugs: Blip2 dtype/state loading vs Video-LLaVA missing temporal attention and near-duplicate weights." - }, - { - "left": "issue:43950", - "right": "issue:45987", - "accept": false, - "reason": "Unrelated failures: non-persistent buffer corruption during from_pretrained vs StaticCache.get_seq_length return-type mismatch." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Different models and code paths: Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug." - }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Different dtype-related issues: Apple Silicon allocator warmup TypeError vs from_config leaving config.dtype stale." + "reason": "Different dtype/loading problems: Apple Silicon warmup TypeError vs stale model.config.dtype after from_config()." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Different tokenizer issues: runtime special-token post-processor update vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "Both are version-related loading failures, but one is tokenizer loading for a specific model while the other is a kernels import dependency issue." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different problem areas: Qwen3.5 video token/features mismatch vs T5 decoder-input validation error message." + "reason": "Different validation paths and model families: Qwen video chat-template mismatch vs T5 decoder input error messaging." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer load failure and pipelines import dependency failure are unrelated regressions." + "reason": "Both involve tokenizer behavior, but one is special-token post-processor updates and the other is batch_decode skip_special_tokens handling." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Broadly related to remote_code, but one is a specific removed helper and the other is a general remote_code breakage report." + "reason": "45020 is a broad umbrella for remote_code breakages, but 44561 is a specific v5 API removal regression; not the same concrete bug." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different Qwen3-VL loading/shape problems: weight mismatch vs missing linear_attn TP plan entries." + "reason": "Different model-loading/sharding failures for different Qwen variants and different symptoms." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs in different models: Qwen3OmniMoe video processing vs Qwen2.5-VL vision_position_ids." + "reason": "Both are video-input bugs, but they affect different Qwen model families and different internal code paths." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Runtime error-message issue vs documentation still referencing removed pipeline APIs; not the same underlying bug." + "reason": "Related to v5 pipeline removal, but one is an error-message issue and the other is stale docs; separate fixes." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: OmDet-Turbo preprocessing mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different vision/dtype regressions in different models; no shared failing code path." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different training/runtime failures: mask shape IndexError vs trainer.evaluate() breaking after train()." + "reason": "Mask-shape indexing crash vs trainer evaluate-after-train failure; these are unrelated runtime bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to bfloat16 dtype mismatches in other models." + "reason": "Packed-weight loading in BitNet is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer spacing bug may be related thematically, but the second issue is a broader slow/fast inconsistency report, so this is not clearly the same bug." + "reason": "Both mention tokenizer inconsistencies, but one is added-token spacing and the other is a broad slow/fast tokenizer mismatch." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Different loading regressions: FSDP CPU RAM-efficient loading vs init_empty_weights/_is_hf_initialized argument error." + "reason": "Both are loading-related, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are different failures." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both involve custom model loading, but one is a Jupyter/v5 regression and the other is generic from_pretrained behavior inside Python classes." + "reason": "Both touch custom model initialization, but one is a Jupyter notebook regression and the other is from_pretrained inside Python classes." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Unrelated dtype/precision problems: Blip2 model dtype mismatch vs Apple Silicon allocator TypeError." + "reason": "Different bugs: BLIP2 dtype propagation vs Apple Silicon warmup TypeError." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Different reports: CamemBERT masked-LM prediction correctness vs version-dependent tokenization changes." + "reason": "One reports wrong masked LM predictions; the other reports tokenizer output changes. Similar area, not the same issue." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Completely different areas: backend dependency packaging vs Mistral tokenizer regex patch crash." + "reason": "Completely different subsystems: package extras/backend selection vs Mistral tokenizer regex patching." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different functionality: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + "reason": "Unrelated models and failure modes: Bark voice preset handling vs Trainer.compute_loss signature mismatch." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different issues: unsafe sys.modules access vs CLIP model structure inconsistency." + "reason": "sys.modules access safety issue vs CLIP class structure inconsistency; no shared code path." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processing bugs, but they affect different models and different padding/count logic." + "reason": "Both concern image sizing/padding, but they are distinct model-specific preprocessing bugs." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading fallback; unrelated." + "reason": "BigBird special-token registration bug vs MXFP4 quantization load fallback; unrelated causes." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC.from_latents vs forward-pass mismatch." + "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are separate problems." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL regressions: weight_only loading error vs rope-index scaling of still-image positions." + "reason": "Different VL model regressions with different symptoms: weight_only loading error vs rope/position-id scaling bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both raise AttributeError around tokenizer/processor loading, but they involve different objects and different root causes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError and CUDA AMP crash are unrelated runtime environments and code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior bug." } ] }, @@ -6222,10 +6132,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:36010", "issue:36331", @@ -6234,12 +6144,12 @@ "issue:42175", "issue:42490", "issue:43257", + "issue:43262", "issue:43329", "issue:43452", "issue:43526", "issue:43531", "issue:43550", - "issue:43582", "issue:43638", "issue:43643", "issue:43645", @@ -6252,45 +6162,42 @@ "issue:43854", "issue:43906", "issue:43927", + "issue:43931", "issue:44060", "issue:44368", + "issue:44387", "issue:44554", "issue:44589", "issue:44610", + "issue:44617", "issue:44811", - "issue:44857", "issue:44912", "issue:44936", "issue:44977", "issue:44991", "issue:45020", "issue:45042", - "issue:45081", "issue:45084", - "issue:45372", - "issue:45406", + "issue:45459", "issue:45538", "issue:45600", "issue:45759", + "issue:45803", "issue:46209", - "issue:46291", - "issue:46326" + "issue:46291" ], "soft_pairs": [ - "issue:45081|issue:45406", - "issue:45372|issue:46326", - "issue:43582|issue:44857", - "issue:43550|issue:44912", "issue:44589|issue:45042", "issue:43742|issue:45020", + "issue:43550|issue:44912", "issue:43329|issue:45600", "issue:43526|issue:43697", "issue:44060|issue:44368", "issue:45084|issue:45538", "issue:43452|issue:44991", "issue:43526|issue:44554", - "issue:43257|issue:43329", "issue:43906|issue:46209", + "issue:43257|issue:43329", "issue:36010|issue:36331", "issue:43819|issue:43927", "issue:36010|issue:43645", @@ -6304,204 +6211,214 @@ "issue:38175|issue:44610", "issue:43643|issue:45759", "issue:43854|issue:44977", - "issue:43257|issue:43696" + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803" ], - "prepared_review_unit_hash": "ce38b97ec2560ed423633e34db26ff4bdad02025357cff3b835b8539433e957f", + "prepared_review_unit_hash": "79d880de61bf6faa5a1dee3ba5cabe0fce7d79d2d24be259e97abb143723f006", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36435, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 29, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab-bag of unrelated Transformers bugs; the soft pairs are only superficially similar and should all be rejected. The broadest umbrella candidate is the remote_code loading regression report.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-style report in the set and is the best fit as a cluster anchor for recent loading/regression failures.", + "summary": "This set is heterogeneous: it spans unrelated Transformers issues across loading, quantization, trainer, processor, and model-specific regressions. I do not see a true duplicate cluster, so all soft-edge links are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest, most central user-facing regression report in the set (recent versions breaking remote_code/custom-model loading), but the overall cluster is too mixed to treat it as a true duplicate umbrella.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most suitable global representative because its title is broad enough to cover multiple nearby loading-path regressions, unlike the narrower model-specific reports.", + "best_issue_reason": "issue:45020 is the best representative issue by breadth and impact, though it is not a duplicate match for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Different tokenizer/processor AttributeErrors in different models and code paths." - }, - { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both mention mistral_common, but one is a missing import and the other is a continue_final_message behavior bug." + "reason": "Different subsystems and failures: FP8 storage lookup vs PIL/image-processor dependency handling." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Apple Silicon allocator TypeError vs CUDA AMP crash; unrelated." + "reason": "Both involve loading, but one is a specific MobileLLM key error and the other is a broader remote_code regression." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure vs MXFP4 load fallback; different mechanisms." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Storage-object TypeError vs torchvision dependency regression; unrelated." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "MobileLLM key error vs broad remote_code loading regression; not the same concrete bug." + "reason": "Unrelated code paths: torch.compile/SDPA behavior vs MXFP4 loading fallback." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug vs removed config references in auto_mappings; unrelated." + "reason": "Different bugs: multimodal token counting video branch vs stale auto_mappings config references." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit reduce_labels bug vs RTDetrV2 output drift; different models/code paths." + "reason": "Distinct model families and symptoms: BEiT label reduction vs RTDetr output mismatch." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3 warnings, but one is a tied-weights bug and the other is a fine-tuning warning/config issue." + "reason": "Similar theme of tied-weights warnings, but different models and concrete failure modes; not the same bug." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compile TypeError vs CLIP tokenizer max-length constant; unrelated." + "reason": "Unrelated: template-node compilation error vs CLIPTokenizer max_length constant." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading regression vs tokenizer load failure for a specific model; different causes." + "reason": "Both are loading issues, but one is a gguf_file API break and the other is a specific tokenizer regression." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image processor label reduction vs MPS attention correctness; unrelated." + "reason": "Different functionality entirely: image label reduction vs MPS attention correctness." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Qwen3 MoE weight conversion vs multimodal token counting; different bugs." + "reason": "No concrete overlap: isolated reproduction of an older issue vs FP8 inference on B200." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Isolated reproduction of another issue vs FP8 B200 inference failure; not the same bug." + "reason": "Different areas: Qwen3 MoE weight conversion/loading vs multimodal token counting in video processing." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import error vs CustomTrainer kwarg regression; unrelated." + "reason": "ImportError for GenerationMixin is unrelated to the custom trainer compute_loss signature error." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/from_latents mismatch vs DiaConfig save/load metadata loss; different models." + "reason": "Different model components and bugs: DAC STE mismatch vs DiaConfig save/load token IDs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import-path issue vs custom model initialization in notebooks; only vaguely related." + "reason": "Both mention model loading/custom code, but one is an import path issue and the other is a Jupyter custom-model init regression." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/BERT indexing crash vs post-train evaluate failure; different lifecycle bugs." + "reason": "Different training lifecycle problems: ZeRO-3/non-pretrained BERT index error vs evaluate-after-train failure." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3 sliding-window behavior vs PIL backend dependency regression; unrelated." + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision requirements." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing tensorflow extra vs kernels package version requirement; unrelated." + "reason": "Packaging/backend inclusion issue vs kernels version/revision requirement during pipelines import." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading bug vs OmDet processor size mismatch; unrelated." + "reason": "Different subsystems: accelerate packed-weight loading vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path trailing-slash warning vs accelerate/deepspeed MoE loading; unrelated." + "reason": "Local-path import warning and Qwen3 MoE weight conversion are separate loading bugs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch vs MXFP4 quantization load issue; unrelated." + "reason": "Doc/example errors for SigLIP2 are not the same as MXFP4 quantized loading fallback behavior." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug; unrelated." + "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode token skipping." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probabilities issue vs OmDet input-size mismatch; unrelated." + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both are config-loading regressions, but one is trust_remote_code field loss and the other is text_config unwrapping; distinct bugs." + "reason": "Both are config-loading regressions, but one loses fields with trust_remote_code and the other fails to unwrap text_config in composite multimodal configs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test load issue vs Qwen3.5 flash-attention generation bug; different models/code paths." + "reason": "Different model-specific generation/loading problems: GLM-4.7-Flash unit-test load failure vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion vs GPT-oss OOM; completely unrelated." + "reason": "Qwen3 MoE weight conversion issue is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting is unrelated to Whisper decode special-token handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a straightforward model memory exhaustion case." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-family failures: MoE weight conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and root causes; not the same concrete bug." } ] }, @@ -6523,19 +6440,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:28282", + "issue:29127", "issue:29159", "issue:29870", "issue:33357", "issue:34567", "issue:34689", "issue:40990", + "issue:42175", "issue:42915", - "issue:43257", - "issue:43262", "issue:43329", + "issue:43404", + "issue:43425", "issue:43450", "issue:43454", "issue:43525", @@ -6546,26 +6465,24 @@ "issue:43697", "issue:43742", "issue:43749", + "issue:43824", "issue:43906", "issue:43927", - "issue:43931", "issue:44291", - "issue:44387", "issue:44479", "issue:44568", - "issue:44617", "issue:44756", - "issue:44811", "issue:44821", "issue:44857", "issue:44912", "issue:44987", "issue:45042", + "issue:45127", + "issue:45137", "issue:45356", "issue:45357", - "issue:45459", + "issue:45405", "issue:45538", - "issue:45803", "issue:45859", "issue:46291", "issue:46421", @@ -6575,16 +6492,12 @@ "issue:46869" ], "soft_pairs": [ - "issue:43262|issue:44811", - "issue:44387|issue:44617", - "issue:43257|issue:43931", - "issue:45459|issue:45803", "issue:46421|issue:46424", - "issue:43329|issue:44479", "issue:43329|issue:43450", + "issue:43329|issue:44479", "issue:42915|issue:43742", - "issue:43749|issue:44756", "issue:43650|issue:43906", + "issue:43749|issue:44756", "issue:34567|issue:40990", "issue:44291|issue:45042", "issue:43540|issue:46701", @@ -6597,223 +6510,258 @@ "issue:43454|issue:43577", "issue:44568|issue:45356", "issue:43525|issue:46291", + "issue:44987|issue:45538", "issue:45538|issue:46869", "issue:28282|issue:34689", - "issue:44987|issue:45538", "issue:43697|issue:45357", - "issue:33357|issue:34567" + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:28282|issue:29127" ], - "prepared_review_unit_hash": "d68f330af2e771dba8bf58f09d805d95b6c094613732d4acf5dcb885f67eb474", + "prepared_review_unit_hash": "ee8c7f7a58820868f5b2f295bd6129d94eb27e9241364a78b7a4c5d35e94942a", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35907, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "soft_pair_count": 29, + "serialized_chars": 36493, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster, not a true duplicate set: the items span unrelated bugs across tokenizers, loading, quantization, video/multimodal, cache, and training state. None of the soft pairs look like the same concrete underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 44479 is the broadest and most user-facing report in the only somewhat coherent subtheme here (video-input regressions), so it is the best anchor if one must be chosen; however, the overall cluster is not a single duplicate family.", + "summary": "This cluster is mostly heterogeneous: the items span unrelated bugs in caches, video/multimodal handling, tokenizers, model loading, quantization, and training state. None of the soft-edge pairs look like the same underlying issue closely enough to merge, even when they share a subsystem label.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest and most user-facing of the video-regression reports, covering multiple Qwen VL variants with a concrete v5.3.0 behavior change. If one issue must anchor the cluster, it is the clearest representative of the repeated multimodal/video theme.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the best global issue representative because it is concrete, broadly scoped across multiple Qwen video models, and closer than the others to a real shared subcluster. It still should not be treated as a duplicate hub for the whole set.", + "best_issue_reason": "issue:44479 is the strongest standalone issue in the set: it describes a specific regression, names affected models, and has the widest apparent scope among the related multimodal reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Different code paths and symptoms: audio chat-template sampling-rate defaulting vs Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is a Sam3Video CUDA OOM; not the same bug." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Both are Qwen loading failures, but one is accelerate+deepspeed weight conversion and the other is a Qwen3-VL shape mismatch; different underlying issues." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer error masking vs Fuyu batch tensor conversion swallowing errors are different bugs in different components." - }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length behavior for quantized cache; not the same change." + "reason": "Both are cache-related, but one is about lazy cache init causing recompilation and the other about max_cache_length only applying to quantized cache; different bug mechanisms." }, { "left": "issue:43329", - "right": "issue:44479", + "right": "issue:43450", "accept": false, - "reason": "Both involve video/multimodal regressions, but one is undefined helpers in token counting and the other is a broader video-input regression across Qwen models; insufficient evidence of one bug." + "reason": "Both mention video processing, but one is an undefined-variable bug in multimodal token counting and the other is an incorrect output shape in video processors." }, { "left": "issue:43329", - "right": "issue:43450", + "right": "issue:44479", "accept": false, - "reason": "Video token counting helper errors and batched video processor shape bugs are different code paths with different failure modes." + "reason": "Related video/VL area, but the former is a specific helper bug with undefined variables while the latter is a broader regression across several Qwen VL models; not the same defect." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure and a key error loading MobileLLM are unrelated loading/quantization bugs." + "reason": "Different models and failure modes: FineGrainedFP8Config failure versus a key error on loading MobileLLM-125M." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory/offload issues with different triggers." + "reason": "Unrelated: one is a vague placeholder issue, the other is an isolated reproduction of a specific upstream bug." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "The first item is not a real bug report, while the second is a reproduction of a specific issue; no shared underlying defect." + "reason": "Both involve memory/offload concerns, but one is broken FSDP CPU RAM-efficient loading and the other is mmap/OOM on Strix Halo; distinct problems." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated training/eval problems." + "reason": "Training-state token accounting is unrelated to perplexity quality on a specific model/dataset." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to PIL image processors requiring torchvision." + "reason": "No overlap in code path: init_empty_weights/_is_hf_initialized argument handling versus PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different models and failures: Qwen3OmniMoe video input processing vs DiffusionGemma image-text-to-text pipeline behavior." + "reason": "Different multimodal pipelines and failures: Qwen3OmniMoe video input ValueError versus DiffusionGemma image-text-to-text pipeline not working." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different components; not the same concrete bug." + "reason": "Both touch CPU offload, but they affect different models and different failing components; too broad to be the same bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FP8 config loading failure and AutoImageProcessor-from-URL failure are unrelated." + "reason": "Unrelated loading/import problems: FP8 config failure versus AutoImageProcessor URL loading." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen are unrelated issues." + "reason": "Tokenizer slow/fast inconsistency is not the same as a trainer-state counter not updating." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are different bugs." + "reason": "One is about custom token IDs surviving save/load; the other is MXFP4 quantization fallback during model loading." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch missing ImportError and Bart generate() decoder_attention_mask unbound local are entirely different problems." + "reason": "ImportError due to missing PyTorch is unrelated to Bart generation using an uninitialized decoder_attention_mask." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both are detection-model failures, but one is an fp16 AMP crash and the other is a feature-level/backbone mismatch; not the same bug." + "reason": "Both are DETR-related, but one is an AMP/CUDA crash in loss computation and the other is a forward-path type error when feature levels exceed backbone outputs." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are unrelated model-loading issues." + "reason": "Weight-tying failure in AyaVision is a different bug from BLIP2 dtype propagation staying float32." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is Kimi codec/warning behavior; different bugs." + "reason": "Both are tokenizer regressions, but they concern different tokenization behaviors and different root causes." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and pipelines import failure due kernels version/revision are unrelated." + "reason": "Llama4Config missing pad_token_id is unrelated to pipelines import failing on a kernels version/revision requirement." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: loading a specific model fails in one, while the other is about CLIPTokenizer's default max length." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max_length and YOLO multi-GPU device-map auto are unrelated issues." + "reason": "Tokenizer max-length behavior is unrelated to multi-GPU device-map loading for YOLO." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer max_length behavior." + "reason": "Missing PyTorch import error is unrelated to model loading regression for Llama 3.2 Vision." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key corruption are unrelated model-specific bugs." + "reason": "RT-DETR output divergence in v5 is a different code path from Qwen3.5 save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on a CLIP model and TrainerState token counting 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": 24, - "review_unit_index": 22, - "review_unit_count": 59, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", - "nodes": [ - "issue:24643", - "issue:27957", + "reason": "A MacOS bus error in CLIP model loading is unrelated to a trainer-state counter not updating." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve output quality and weight tying, but one is a direct missing tie in Mistral3 and the other is collapse after LoRA merge with extended vocab; not the same concrete bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a dependency version bump for PEFT." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue with torch install is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 quantization failure and tokenizer max-length behavior are different subsystems and failures." + }, + { + "left": "issue:43697", + "right": "issue:45356", + "accept": false, + "reason": "RT-DETR inference divergence and tokenizer codec/warning regression do not share the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility/version concerns do not match a kernels package import requirement failure." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Runtime ZeRO3 error and dependency version bump are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to an unclear error message for bad LayoutLMv3 input boxes." + } + ] + }, + "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": 24, + "review_unit_index": 22, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:24643", + "issue:27957", "issue:28282", - "issue:29127", "issue:29159", "issue:34567", "issue:36331", @@ -6822,22 +6770,21 @@ "issue:42175", "issue:42915", "issue:43257", - "issue:43404", - "issue:43425", "issue:43452", "issue:43540", "issue:43577", "issue:43582", + "issue:43716", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", "issue:44568", + "issue:44589", "issue:44792", "issue:44821", "issue:44849", @@ -6846,30 +6793,25 @@ "issue:44964", "issue:44987", "issue:44991", - "issue:45127", - "issue:45137", + "issue:45042", + "issue:45081", + "issue:45325", "issue:45381", - "issue:45405", "issue:45488", - "issue:45538", "issue:45701", "issue:45907", - "issue:46291", + "issue:46399", + "issue:46491", "issue:46512", "issue:46693", + "issue:46701", "issue:46821" ], "soft_pairs": [ - "issue:43404|issue:45127", - "issue:43425|issue:46291", - "issue:45137|issue:45405", - "issue:42915|issue:45538", - "issue:42175|issue:43824", - "issue:28282|issue:29127", "issue:44479|issue:46693", - "issue:44849|issue:45701", "issue:44062|issue:44991", "issue:43742|issue:44291", + "issue:44849|issue:45701", "issue:44936|issue:46821", "issue:43577|issue:46512", "issue:42915|issue:43749", @@ -6879,219 +6821,242 @@ "issue:41720|issue:43540", "issue:44987|issue:45907", "issue:43540|issue:44560", - "issue:44479|issue:45381", "issue:42175|issue:44488", - "issue:44568|issue:45488", + "issue:44479|issue:45381", "issue:43540|issue:44479", + "issue:44568|issue:45488", "issue:44792|issue:44964", "issue:38175|issue:44898", "issue:43257|issue:43756", "issue:34567|issue:36331", - "issue:44291|issue:44821" + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:44568|issue:46491" ], - "prepared_review_unit_hash": "d8c7cded80911e80ce3bd5d356bc857c06a6161a91b36a52c77d1e2fb4ebfcd6", + "prepared_review_unit_hash": "1d09cd765f3dd6694cb8f41c4dab4f18b647a88c4b727775c027ec056a7ca87b", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36047, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36160, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of mostly unrelated bug reports with a few loose overlaps around tokenization and model-loading regressions. None of the soft pairs look like true duplicates or the same fixable code-path change, so all soft edges should be rejected.", - "confidence": 0.29, - "canonical_issue_reason": "issue:45701 is the broadest and most representative of the small tokenizer/version-regression subset; it best fits the cluster as a whole better than the very specific reports.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs across tokenizers, training, multimodal loading, and Qwen variants. I only see one convincing duplicate-style pair around Qwen2.5-VL video position-id handling.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44479 is the broader Qwen video-input regression report and best matches the likely duplicate pair, with the clearest high-level description of the underlying position-id bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most central issue here because it describes a general version-dependent tokenization regression that overlaps conceptually with several nearby tokenizer-related reports.", + "best_issue_reason": "issue:45488 has the broadest impact and strongest activity signal in the set, with a silent tokenizer regression affecting a major model family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both mention tied weights/LM heads, but they are different models and different failure modes; not the same underlying bug." - }, - { - "left": "issue:43425", - "right": "issue:46291", - "accept": false, - "reason": "One is a Torch compatibility complaint; the other is a kernels import requirement regression. Different issues." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT minimum-version bump." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "FP8/Qwen3MoE failure and CLIPTokenizer max_length behavior are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Backend packaging omission is unrelated to a missing Qwen2.5-VL class import." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "PyTorch import absence is unrelated to a LayoutLMv3 error-message clarity issue." - }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both involve video/attention performance themes, but one is a functional video-input regression and the other is a long-context performance regression." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Output_hidden_states behavior in Qwen3.5 is a model-specific bug, not the same as the broader tokenization-version report." + "reason": "Different bugs: Qwen video-input regression vs FA2 long-context performance regression." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword collision and tokenizer loading failure are different tokenizer bugs." + "reason": "Both tokenizer-loading failures, but the titles point to different underlying causes and models." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights argument handling are different load-path failures." + "reason": "Unrelated loader errors: MobileLLM key error vs init_empty_weights argument mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different issues: Qwen3.5 hidden-states behavior vs broad tokenization-version change." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate/train state issue is unrelated to TimesFM's window_size AttributeError." + "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are separate code paths." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is about model weights staying float32 while the other is about config.dtype being stale; not the same bug." + "reason": "Both mention dtype, but one is wrong model loading dtype and the other is stale config metadata." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 failure and FSDP CPU RAM efficient loading are unrelated training/loading issues." + "reason": "Different failure modes: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file/from_pretrained breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "GGUF tokenizer/model loading and Apple Silicon allocator warmup are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to missing PyTorch import detection." + "reason": "XLMRoberta Flash Attention and missing PyTorch backend are not the same bug." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight shape error and slow/fast tokenizer inconsistency are unrelated." + "reason": "DeepSpeed training weight shape error vs tokenizer inconsistency." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping cuda assert and video-input processing in Qwen3OmniMoe are different code paths and symptoms." + "reason": "Different Qwen issues: auto device mapping CUDA assert vs video-input processing error." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated repo/API issues." + "reason": "Model loading regression and Hub API revision-forwarding bug are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both touch video inputs, but they affect different models and different errors; not clearly the same bug." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": false, - "reason": "45381 is a specific qwen2.5-vl vision_position_ids bug, while 44479 is a broader multi-model video-input regression; too broad to treat as the same duplicate." + "reason": "Both are video-related Qwen bugs, but the model, symptom, and code path differ." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow backend packaging and a model-loading failure for sleng-bert are unrelated." + "reason": "Packaging/backend dependency issue vs model loading failure." }, { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Special-token insertion in mdeberta-v3-base and LlamaTokenizer pre-tokenizer override in v5 are different tokenizer regressions." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL/Qwen video position-id regression in 5.3.0; one report is broader, the other a specific symptom." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "These are both Qwen video issues, but they target different models and different failure signatures; not the same concrete bug." + "reason": "Both involve Qwen video inputs, but they affect different models and surface as different failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token regression and LlamaTokenizer pre-tokenizer override are distinct bugs." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are related only at a high level." + "reason": "Different multimodal model failures with no clear shared code-path." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Siglip2 zero-probabilities and Perceiver non-default resolution failure are distinct vision-model bugs." + "reason": "Different vision-model bugs: SigLIP zero probabilities vs Perceiver non-default resolution failure." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated model-construction issues." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count tracking and a custom compute_loss signature change are unrelated trainer bugs." + "reason": "TrainerState token-count tracking and custom compute_loss API breakage are separate trainer issues." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." + "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication and Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer issue and Qwen3.5 kernel-registration crash are different problems." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Key error loading MobileLLM and missing Float8 storage object are not the same failure." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm issues with separate symptoms and fixes." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 dtype mismatch and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer regressions, but one is missing BOS/EOS and the other is encode-decode space preservation." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:44479 vs issue:45381, is reasonably supported by the titles as the same Qwen2.5-VL video position-id regression at different levels of specificity. The remaining rejections are also cautious and consistent with the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7103,10 +7068,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:24643", "issue:28282", @@ -7117,27 +7082,31 @@ "issue:43531", "issue:43540", "issue:43577", - "issue:43582", + "issue:43643", + "issue:43653", "issue:43697", - "issue:43716", - "issue:43742", - "issue:43756", + "issue:43720", + "issue:43761", + "issue:43819", "issue:43906", - "issue:44062", + "issue:44361", + "issue:44442", + "issue:44466", "issue:44488", - "issue:44568", - "issue:44589", + "issue:44493", "issue:44625", "issue:44737", + "issue:44811", "issue:44821", "issue:44877", + "issue:44898", "issue:44913", - "issue:45042", + "issue:45005", "issue:45072", - "issue:45081", + "issue:45200", "issue:45216", - "issue:45325", "issue:45357", + "issue:45375", "issue:45405", "issue:45479", "issue:45588", @@ -7145,28 +7114,17 @@ "issue:45663", "issue:45823", "issue:45920", + "issue:46050", "issue:46121", - "issue:46399", "issue:46463", "issue:46468", - "issue:46491", "issue:46693", - "issue:46701", - "issue:46821", "issue:46829", "issue:46846" ], "soft_pairs": [ - "issue:44062|issue:45081", - "issue:43582|issue:46821", - "issue:43756|issue:46399", - "issue:43742|issue:44589", - "issue:45042|issue:45081", - "issue:43756|issue:45325", - "issue:44568|issue:46491", - "issue:43716|issue:46701", - "issue:45405|issue:45600", "issue:44737|issue:46463", + "issue:45405|issue:45600", "issue:43577|issue:45072", "issue:43906|issue:46468", "issue:45823|issue:46463", @@ -7179,209 +7137,221 @@ "issue:45663|issue:46846", "issue:43526|issue:45479", "issue:45357|issue:45920", - "issue:43540|issue:46693", "issue:44737|issue:45588", + "issue:43540|issue:46693", "issue:44913|issue:46121", "issue:28282|issue:32090", - "issue:43697|issue:45216" + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43819|issue:44811", + "issue:43653|issue:44361" ], - "prepared_review_unit_hash": "5e785c045f4c22b0bb5b4587f6aaba5b227019ec0071c511db2f1133f3e5685f", + "prepared_review_unit_hash": "85aa286898523c3ac5275597e7edea85b17b27cfe37e543b02e8651f5dc9334a", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35697, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in tokenizers, configs, vision models, generation, training, and device/dtype handling. The soft pairs mostly share broad subsystem keywords but do not describe the same concrete code-path failure.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated issue reports; the only clear duplicate-like overlap is the tied-weights/save_pretrained regression pair. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45005 is the broadest representative of the tied-weights serialization regression in v5, and it most clearly subsumes the narrower device-dependent serialization report in issue:44466.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45005 is the best single issue to keep as the representative because it describes the underlying tied-weights regression at a higher level and is more likely to capture the full scope than the narrower follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Different tokenizer failures: one is an AddedToken duplicate-argument error, the other is a Mistral regex patch crash on a missing backend_tokenizer attribute." - }, - { - "left": "issue:43582", - "right": "issue:46821", - "accept": false, - "reason": "Unrelated errors in different paths: Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError." - }, - { - "left": "issue:43756", - "right": "issue:46399", - "accept": false, - "reason": "Both mention Qwen3.5, but one is about RoPE layer dropping while the other is a missing decorator for apply_rotary_pos_emb registration; not the same bug." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "Distinct loading/runtime failures: MobileLLM config key error vs missing Float8 storage object type." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "One is a PIL backend processor dependency regression, the other is a tokenizer regex patch crash; different code paths and fixes." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen-related but describe different RoPE/position-id behaviors in different models and functions." - }, - { - "left": "issue:44568", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer regressions, but one is BOS/EOS not being added and the other is encode-decode spacing loss; not the same underlying issue." - }, - { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "One is a dtype mismatch in Mistral-3 image preprocessing; the other is a broken diffusion/generation pipeline output type. Different failures." + "reason": "Different subsystems and failures: XLNet CPU device placement vs T5 decoder-input validation message." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning problem vs stale auto_mappings references to removed configs; separate maintenance issues." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error; no shared code-path." + "reason": "Unrelated packaging/availability issues: PEFT version bump vs stale auto_mappings entry for Sam3LiteText." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype mismatches, but in different models and mechanisms: BLIP2 dtype propagation vs SwitchTransformers/TimmWrapper bfloat16 inference issues." + "reason": "Both mention dtype mismatches, but they affect different model families and code paths; too broad to treat as the same bug." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "One is a reproduction of an existing issue, the other is a broken Nemotron example; not the same bug." + "reason": "No clear shared bug: isolated reproduction of an older issue vs a broken Nemotron example." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device mismatch and T5 decoder input validation are unrelated." + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder-input validation." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading failure; different subsystems entirely." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are different problems." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is a reproduction report, the other is a FlashAttention2 performance regression; different problem classes." + "reason": "Older reproduction report vs FA2 long-context performance regression are not the same underlying issue." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape RuntimeError and BART generate unbound-local error are unrelated training/generation bugs." + "reason": "DeepSpeed weight-dimension runtime error and BART decoder_attention_mask UnboundLocalError are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading failures and sleng-bert tokenizer/model loading failures are different model-loading issues." + "reason": "Both involve loading, but one is GGUF/Auto* loader breakage and the other is a specific model load failure; insufficient evidence of the same bug." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output divergence and VideoPrism hidden_states misassignment are separate output-shape/field bugs." + "reason": "Different model/output bugs: RTDetrV2 output drift vs VideoPrism hidden_states misassignment." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "num_labels propagation bug vs strict config rejection for granite_speech; different config-loading behaviors." + "reason": "Both are config-related, but one is num_labels propagation and the other is strict-config loading for granite_speech." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 missing linear_attn TP plan entries are different model-parallelism bugs." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP plan omissions are different architecture-level issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key serialization and AutoTokenizer token-id regressions are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is silent config reversion on reload and the other is a type error in rope validation." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing and Trainer broadcast NoneType are unrelated failures." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint-save regression are different issues." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "BEiT image label reduction and zero-loss sequence classification are unrelated issues." + "reason": "General trust_remote_code config loss and one specific strict-dropped field are not the same concrete bug." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression and broad AutoTokenizer wrong-ID regression are different serialization vs tokenization bugs." + "reason": "Both mention hidden_states, but CLIPVisionModel forward regression and VideoPrism output-field mixup are different code paths." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Video input processing ValueError in Qwen3OmniMoe and FA2 long-context performance regression are unrelated." + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "These are closely aligned tied-weights/save_pretrained regressions in v5; 44466 is a narrower manifestation of the broader issue in 45005." + }, + { + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "XLNet device placement bug vs flash_attention s_aux=None AttributeError; separate code paths." + "reason": "Unexpected key warnings and sinq save/load breakage are different serialization problems." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "GPTNeoX rotary_pct reload default bug and convert_rope_params_to_dict TypeError are distinct configuration-validation issues." + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Missing PyTorch import and NoneType broadcast error in Trainer are unrelated environment vs distributed-runtime failures." + "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained regression are not the same underlying bug." + "reason": "BigBird special-token registration and MLuke task AttributeError are different tokenizer issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded and conservative. The representative issue choice for the tied-weights/save_pretrained regression is supported by the packet, and the soft-edge verdicts avoid overstating duplicates or shared root causes. No PR-pair mergeability issue applies because there are no PRs in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7393,13 +7363,15 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:29159", "issue:33357", + "issue:33666", + "issue:36010", "issue:38175", "issue:41762", "issue:42898", @@ -7407,272 +7379,269 @@ "issue:43452", "issue:43525", "issue:43531", + "issue:43550", "issue:43577", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43761", - "issue:43819", "issue:43927", "issue:43994", - "issue:44361", - "issue:44442", "issue:44464", - "issue:44466", - "issue:44493", + "issue:44479", + "issue:44484", "issue:44568", + "issue:44625", + "issue:44704", "issue:44743", - "issue:44811", + "issue:44821", "issue:44843", "issue:44898", "issue:44936", - "issue:45005", - "issue:45200", + "issue:44991", "issue:45356", "issue:45372", - "issue:45375", + "issue:45440", + "issue:45491", "issue:45542", + "issue:45701", "issue:45704", - "issue:46050", + "issue:46002", "issue:46170", "issue:46178", "issue:46402", - "issue:46463", "issue:46491", "issue:46701", - "issue:46829" + "issue:46821" ], "soft_pairs": [ - "issue:43720|issue:44898", - "issue:43643|issue:45375", - "issue:43761|issue:46829", - "issue:45200|issue:46463", - "issue:44466|issue:45005", - "issue:44493|issue:46050", - "issue:44361|issue:44442", - "issue:43819|issue:44811", - "issue:43653|issue:44361", "issue:41762|issue:44936", "issue:43525|issue:46701", "issue:38175|issue:43295", - "issue:43688|issue:43749", "issue:43452|issue:44843", + "issue:43688|issue:43749", "issue:43994|issue:44898", "issue:45372|issue:46170", - "issue:42898|issue:46491", "issue:45542|issue:46178", "issue:43531|issue:43742", "issue:43295|issue:45356", + "issue:42898|issue:46491", "issue:43653|issue:44568", - "issue:43646|issue:43749", "issue:29159|issue:33357", - "issue:43756|issue:46402", + "issue:43646|issue:43749", "issue:43452|issue:43577", - "issue:43688|issue:45704", + "issue:43756|issue:46402", "issue:43653|issue:43927", - "issue:44464|issue:44743" + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44484|issue:44704", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010" ], - "prepared_review_unit_hash": "6fb19a540c3a08b50812d85ebd4e8a2513720f11bcfa76147f52f6992dd37b29", + "prepared_review_unit_hash": "0aa8cbbd4b8dc050c2c5fe84718d2f185ff62068117ba64cba7560b71e242740", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36497, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 35635, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer regressions, config/loading errors, model output bugs, and training/runtime issues. I don\u2019t see a single issue that cleanly represents all items, and none of the soft edges are strong enough to merge as the same concrete bug.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue is a reliable canonical for this cluster; the items span unrelated tokenizer regressions, config deserialization problems, model-loading failures, and output-shape bugs.", + "summary": "This cluster is mostly heterogeneous transformer bugs that only look similar at a high level (tokenizers, loading, generation, NaNs, backend errors). I found no pair that clearly describes the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45701 is the broadest and most representative tokenizer-regression report in the set, making it the best anchor for the tokenization-focused subset of this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue emerges from the set. The titles are too diverse for one issue to serve as a trustworthy representative duplicate target.", + "best_issue_reason": "issue:45701 has the highest-level, most general framing among the issues here, but the cluster is too mixed for it to serve as a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Different models and failure modes: BitNet accelerate loading vs Perceiver image classification resolution handling." + "reason": "Different failures: ZeRO-3 model loading vs trainer state after train/evaluate." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Both involve missing config fields, but the code paths and symptoms differ; not the same concrete bug." + "reason": "Unrelated model/config bug versus image-text pipeline failure." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both mention hidden_states, but one is CLIP vision output regression and the other is VideoPrism output packaging." + "reason": "Different code paths: SigLIP2 probability output vs processor/tokenizer regression." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Gemma 4 multimodal token IDs vs T5 decoder-input validation error; no shared underlying bug." + "reason": "Both involve loading, but one is gguf model/tokenizer loading and the other is offline hub lookup in AutoTokenizer." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Related to tied weights, but one is a device-dependent serialization issue and the other is a broader translation-model regression." + "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both are model/config loading problems, but they concern different artifacts and different failure mechanisms." + "reason": "Different vision-model inference bugs affecting different models and behaviors." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both are tokenizer-related loading failures, but for different tokenizers and different error conditions." + "reason": "Gemma processor import issue is unrelated to Windows/ROCm torch.distributed dependency errors." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "Both are backend-related, but one is TensorFlow/tensorboard detection and the other is backend mapping for tensorflow_text." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "BigBird special-token registration and MLuke tokenizer task failures are separate bugs." + "reason": "Qwen3-MoE sliding window bug and MobileLLM key error are different model-loading problems." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading index error vs trainer evaluate-after-train failure; different subsystems." + "reason": "Both mention tokenizer regressions, but the concrete failures differ: processor.tokenizer/images handling vs Kimi codec handling and warning text." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Llama4 config attribute error is unrelated to DiffusionGemma pipeline output handling." + "reason": "General v5 cleanup behavior change is not the same bug as CodeLlama losing one leading space on round-trip." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are different codepaths and symptoms." + "reason": "Different special-token bugs in different tokenizers with different symptoms." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM loading are unrelated training/runtime bugs." + "reason": "Tokenizer parity issue and Mac bus error on CLIP are unrelated." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "gguf_file loading breakage is distinct from the mistral-regex offline model_info call." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both involve vision models, but they fail for different reasons and at different stages." + "reason": "Model/tokenizer loading failure versus dtype propagation bug." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Gemma processor import dependency breakage and Windows ROCm torch.distributed issues are unrelated." + "reason": "Different model-specific weight-loading problems." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both are tokenizer regressions, but one is a v5 cleanup-space behavior change and the other is a CodeLlama round-trip spacing issue." + "reason": "Both involve token IDs, but one is BigBird special-token registration and the other is config persistence causing generation IndexError." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both concern backend availability, but tensorboard-without-TensorFlow and tensorflow_text mapping errors are different problems." + "reason": "Aux-loss normalization is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated model-loading issues." + "reason": "Offline model_info misuse and tokenizer-loading failure are different bugs with different root causes." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both are regressions involving tokenization/processor flow, but they affect different models and different mechanics." + "reason": "Both involve generation/state handling, but they describe different mechanisms and model code paths." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Special-token handling is a broad theme, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are not the same bug." + "reason": "torch.compile+SDPA failure is unrelated to DiaConfig token ID loss." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are separate failure domains." + "reason": "Aux-loss normalization and generic tokenization changes are unrelated." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and MacOS CLIP bus error are unrelated." + "reason": "save_pretrained shard sizing question is unrelated to missing kwargs in AutoProcessor.from_pretrained." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are different model-configuration bugs." + "reason": "Video-input regression across Qwen VL variants is unrelated to num_labels propagation in Qwen3.5." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "gguf_file loading breakage is not the same as Blip2 dtype preservation." + "reason": "Both mention NaNs, but in different components and scenarios." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Special-token decode failure in BigBird and DiaConfig token-id loss after save/load are different bugs." + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different issues." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are distinct generation/cache issues." + "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." } ] }, @@ -7691,23 +7660,27 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ + "issue:28218", "issue:32090", + "issue:33357", "issue:33666", - "issue:36010", "issue:36331", "issue:39692", "issue:41720", "issue:43262", "issue:43278", "issue:43295", + "issue:43452", "issue:43493", "issue:43504", + "issue:43525", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43611", @@ -7715,45 +7688,32 @@ "issue:43688", "issue:43720", "issue:43782", + "issue:43825", "issue:43927", "issue:44361", + "issue:44451", "issue:44464", "issue:44466", - "issue:44479", - "issue:44484", "issue:44514", "issue:44554", "issue:44561", "issue:44610", "issue:44625", - "issue:44704", "issue:44734", - "issue:44821", - "issue:44843", "issue:44964", "issue:44977", - "issue:44991", "issue:45290", "issue:45405", - "issue:45440", - "issue:45491", - "issue:45701", - "issue:46002", + "issue:45584", + "issue:45823", "issue:46050", + "issue:46209", + "issue:46365", "issue:46612", "issue:46693", - "issue:46821", "issue:46846" ], "soft_pairs": [ - "issue:44843|issue:44991", - "issue:43688|issue:45701", - "issue:44479|issue:44625", - "issue:45491|issue:46002", - "issue:44484|issue:44704", - "issue:44821|issue:46821", - "issue:43688|issue:45440", - "issue:33666|issue:36010", "issue:44734|issue:46612", "issue:32090|issue:33666", "issue:44466|issue:46050", @@ -7769,222 +7729,230 @@ "issue:43504|issue:44610", "issue:43782|issue:46693", "issue:43606|issue:43927", - "issue:43278|issue:43688", "issue:33666|issue:36331", + "issue:43278|issue:43688", "issue:43262|issue:43295", "issue:44514|issue:45290", "issue:39692|issue:43493", "issue:43720|issue:44361", - "issue:44964|issue:45405" + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357" ], - "prepared_review_unit_hash": "486ec51859f63e939804d27763477a8b8fa6fc3abab3ca2105f0cc69d87d668f", + "prepared_review_unit_hash": "a599182d3e71058749bec5134dcc7e81e93d904658a34078c9340443938aeaf1", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers issues across training, tokenization, multimodal processors, generation, loading, and quantization. None of the soft pairs look like the same underlying bug or change, so I did not accept any duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: these reports span unrelated bugs and subsystems, so none is a true duplicate hub.", + "summary": "This cluster is not a true duplicate set: it spans many unrelated Transformers issues across tokenizers, training, model loading, generation, multimodal processors, quantization, and device placement. No pair looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue: any choice would be arbitrary because the cluster is not a duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline Mistral regex patching and the other is a separate tokenizer failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to version-dependent tokenization changes." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "One is a video-input regression in Qwen VL models; the other is missing num_labels propagation in Qwen3.5 config." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Both mention NaNs, but the root causes are different: Gemma3 sliding-window attention vs classification-head init/checkpoint behavior." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "Save-pretrained shard sizing is unrelated to AutoProcessor not forwarding kwargs to cached_file." - }, - { - "left": "issue:44821", - "right": "issue:46821", - "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different code paths and failures." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Aux-loss normalization is unrelated to DeepseekV3MoE diverging from the remote implementation." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import errors are unrelated issues." - }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Serve KV-cache continuation indexing is a different generation bug from beam-search cache reorder being skipped for certain models." + "reason": "Both involve generation/cache behavior, but one is a KV-cache continuation crash in serve and the other is skipped beam-search cache reorder in several recurrent models; different code paths." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType errors are not the same as Qwen2-VL multi-GPU training support." + "reason": "Trainer NoneType GPU broadcast error vs Qwen2-VL multi-GPU training issue; unrelated failures and model/context." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head serialization tied-weights inconsistency is separate from sinq quantization save/load breakage." + "reason": "Both are save/load related, but one is lm_head serialization tied to device state and the other is quantized sinq reload breakage; different mechanisms." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field loading failure for BEiT segmentation is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Both are loading bugs, but BEiT legacy-field config loading and BitNet packed-weight unpacking are separate model-specific issues." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT pretrained-load failure and Bamba torch.compile SDPA failure are different bugs." + "reason": "Legacy-field load failure in BEiT vs torch.compile/SDPA failure in Bamba; unrelated bugs." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Chunked generation with compiled forward vs Qwen3.5 flash-attention generation; both generation issues but not the same bug." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "A Qwen3.5 correctness bug with flash-attention is distinct from a broader FA2 long-context performance regression." + "reason": "Flash-attention correctness/normal output issue vs long-context FA2 performance regression; different symptoms and likely causes." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cudaErrorAssert is unrelated to chunked generation with compiled forward." + "reason": "Auto device-map cuda assert in Qwen3 vs compiled-forward chunked generation inconsistency; different subsystems." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from AutoConfig trust_remote_code is different from removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Both touch trust_remote_code regressions, but one is missing fields from AutoConfig serialization and the other is removal of is_torch_fx_available breaking imports; not the same bug." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading regression is not the same as Qwen3.5 TP-plan missing linear_attn entries." + "reason": "base_model_prefix loading breakage vs missing linear_attn entries in TP plan; unrelated model-loading vs tensor-parallel mapping problems." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are unrelated." + "reason": "Blip2 dtype propagation bug vs MPS attention correctness bug; no shared code path." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different model-specific bugs." + "reason": "BitNet accelerate-loading unpack issue vs DiaConfig save/load custom token-ID loss; different models and failure modes." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT legacy-field loading and OmDet-Turbo processor/model size mismatch do not share a bug path." + "reason": "BEiT pretrained preset load failure vs OmDet-Turbo processor image-size mismatch; unrelated." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." + "reason": "Qwen3VL weight_only loading error vs FA2 long-context performance regression; not the same underlying problem." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig save/load token-ID loss are unrelated." + "reason": "CPU offload device mismatch in bark-small vs config token-ID persistence loss; unrelated." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Embedding dtype drift in evaluate is not the same as auxiliary-loss normalization in MoE models." + "reason": "Multi-GPU Qwen2-VL training issue vs CustomTrainer compute_loss signature mismatch; both training-related but distinct bugs." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Qwen2-VL multi-GPU training and compute_loss num_items_in_batch signature mismatch are different trainer issues." + "reason": "Eval dtype drift for embeddings vs auxiliary-loss normalization bug; unrelated." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-passing regression are separate processor bugs." + "reason": "Audio apply_chat_template sampling-rate default bug vs multimodal processor.tokenizer access regression; different APIs and symptoms." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False handling and the other is tool-call messages with no content." + "reason": "Both are chat-template crashes, but one is batched padding=False handling and the other is assistant tool-call messages with empty content; different trigger conditions." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Documentation example errors are not the same as SigLIP2 implementation divergence from JAX." + "reason": "Documentation example problems vs SigLIP2 implementation discrepancy; one is example usage, the other core model parity." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet loading/unpacking and MLukeTokenizer AttributeError affect different components." + "reason": "BitNet loading/unpacking bug vs MLukeTokenizer AttributeError on tasks; unrelated." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the unreleased PEFT version bump." + "reason": "Model loading failure vs unreleased MIN_PEFT_VERSION bump; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs pipeline error-message wording; no overlap in bug area." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs Trainer import broken by datasets install; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathologies." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token config attributes, but they affect different model configs and fields (pad_token_id vs pad_token_idx); not clearly the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF from_pretrained breakage vs inability to load a specific model version; both loading failures but different causes." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch with auto device_map vs quantized sinq save/load corruption; different problem classes." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-token spacing bug vs MacOS bus error loading a CLIP model; completely unrelated." } ] }, @@ -8003,12 +7971,11 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ - "issue:28218", "issue:33357", "issue:33666", "issue:39692", @@ -8017,67 +7984,60 @@ "issue:43278", "issue:43295", "issue:43299", - "issue:43452", + "issue:43334", "issue:43493", "issue:43504", - "issue:43525", "issue:43572", "issue:43575", "issue:43606", "issue:43646", + "issue:43653", "issue:43701", "issue:43824", - "issue:43825", "issue:43844", "issue:43927", "issue:43994", + "issue:44112", "issue:44361", - "issue:44451", "issue:44466", "issue:44488", - "issue:44554", + "issue:44493", "issue:44568", "issue:44589", - "issue:44625", "issue:44792", "issue:44843", "issue:44849", "issue:44977", + "issue:45072", + "issue:45245", "issue:45357", "issue:45405", - "issue:45584", + "issue:45520", + "issue:45759", "issue:45812", - "issue:45823", - "issue:46050", "issue:46192", "issue:46209", - "issue:46365", + "issue:46285", "issue:46399", "issue:46489", "issue:46710", + "issue:46821", + "issue:46832", "issue:46846" ], "soft_pairs": [ - "issue:43493|issue:43825", - "issue:44554|issue:46365", - "issue:44977|issue:46209", - "issue:43525|issue:43572", - "issue:44625|issue:45584", - "issue:43452|issue:44451", - "issue:45823|issue:46050", - "issue:28218|issue:33357", "issue:43994|issue:46192", "issue:42796|issue:44977", - "issue:44849|issue:46209", - "issue:43278|issue:43844", "issue:43493|issue:43844", "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:44849|issue:46209", "issue:46209|issue:46710", - "issue:43646|issue:44466", - "issue:44849|issue:45357", "issue:33357|issue:33666", + "issue:43646|issue:44466", "issue:44568|issue:46489", "issue:43278|issue:43701", + "issue:44849|issue:45357", "issue:44792|issue:45405", "issue:43927|issue:44361", "issue:44488|issue:44843", @@ -8086,210 +8046,225 @@ "issue:43504|issue:43606", "issue:43824|issue:44589", "issue:43257|issue:43299", - "issue:46399|issue:46846" + "issue:46821|issue:46832", + "issue:45072|issue:46832", + "issue:46399|issue:46846", + "issue:43606|issue:44112", + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:44493|issue:46285", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "604d81b3ad7577c848a41359337e218147e4bd767df66f54761d187c035affa0", + "prepared_review_unit_hash": "e58b0a6a667b4e1aab2f371bbf3fdcaf37a9bd559bce757ce827fcf495d5fb57", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36411, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 30, + "serialized_chars": 36861, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are distinct tokenizer, loading, model-parallel, or config regressions rather than duplicates. I did not find any soft pair that clearly describes the same concrete bug/change, so all soft edges are rejected.", - "confidence": 0.9, - "canonical_issue_reason": "No single duplicate cluster stands out; if one issue must anchor the set, issue 45812 is the strongest high-signal regression report because it describes a broad silent v4\u2192v5 tokenizer break affecting all Granite models.", + "summary": "These are mostly unrelated issue reports across different model families and code paths. I found no soft-edge pair that looks like the same underlying bug, and no PRs were included.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45812 is the strongest standalone bug report here: a broad, silent tokenizer regression affecting all Granite models with clear impact and multiple references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best standalone representative: broad impact, concrete regression framing, and multiple inbound references make it the clearest triage target in this group.", + "best_issue_reason": "issue:45812 is the best representative issue because it is high-impact, well-scoped, and describes a concrete regression rather than a niche or follow-up symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Different failures: SigLIP2 model behavior vs pipeline translation-task messaging/support." + "reason": "Different bugs: SigLIP2 model/pipeline mismatch vs return_tensors being ignored in multimodal kwargs." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "MPS attention correctness bug and Trainer import conflict are unrelated code paths." + "reason": "Different symptoms and code paths: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Flash-attention generation issue and FP8/B200 inference issue are different problems." + "reason": "Unrelated: SigLIP2 implementation discrepancy vs ZeRO-3 gradient growth in DeepSpeed training." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is separate from missing pad_token_idx in StableLmConfig." + "reason": "Docs/example errors for SigLIP2 are not the same as the v4.57.5 processor.tokenizer regression." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Num_labels propagation and Whisper empty-transcription generation are unrelated." + "reason": "Different underlying problems: dtype change in evaluation vs gradient anomaly under HfDeepSpeedConfig + ZeRO-3." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Loader gguf_file regression and ScandiBERT load failure do not share a concrete root cause." + "reason": "Different models and failures: Qwen3.5 hidden-states bug vs FP8 inference failure on B200." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Gemma4 device-map mismatch is unrelated to sinq save/load quantization breakage." + "reason": "Different issues: FP8 runtime support on B200 vs an accuracy regression after version upgrade." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are different symptoms and subsystems." + "reason": "Completely different areas: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors being ignored are separate API issues." + "reason": "Different bugs: custom model init regression vs device-dependent lm_head serialization inconsistency." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "BPE marker handling and Qwen3.5 flash-attention generation are not the same bug." + "reason": "Both tokenizer-related, but different models and failures: special-token insertion vs DeepSeek-Coder output corruption." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Hidden-states behavior in Qwen3.5 is unrelated to FP8 inference on B200." + "reason": "Different problem domains: evaluation dtype mismatch vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Eval dtype drift and ZeRO-3 gradient growth are both training-related but not the same defect." + "reason": "Different Qwen3.5 regressions: hidden-states output bug vs incorrect visual encoder keys on save." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "SigLIP2 discrepancy and DeepSpeed gradient regression are unrelated." + "reason": "Unrelated: janus image-generation test failure vs a dependency version bump issue." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Documentation example errors are not the same as processor.tokenizer regression." + "reason": "Different tokenizers and failure modes: DiaConfig save/load token IDs vs MLukeTokenizer AttributeError." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Both are performance/accuracy regressions, but one is FP8 inference on B200 and the other is a post-upgrade accuracy drop." + "reason": "Both involve loading/tokenizers, but one is a model-specific load failure and the other is HF_HUB_OFFLINE breakage from an unconditional hub call." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different code paths." + "reason": "Both tokenizer regressions, but different models and symptoms; not the same concrete bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Qwen3.5 hidden_states bug and incorrect visual encoder keys on save_pretrained are unrelated." + "reason": "Different bugs: tensor-parallel OOM on Qwen2-57B vs an unreleased PEFT version requirement." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "Different code paths: legacy config field load failure vs CPU-offload device mismatch in bark-small." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Both are tokenizer-related, but they involve different models and distinct special-token/BPE symptoms." + "reason": "Different errors: missing Qwen2_5_VL import vs Float8 storage lookup failure." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are unrelated." + "reason": "Related model family, but distinct failures: weight conversion under accelerate+deepspeed vs loading Qwen3VL MoE models." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Janus test failure and PEFT version pinning are unrelated." + "reason": "Different models and runtime paths: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Save/load token ID corruption and MLukeTokenizer AttributeError are different issues." + "reason": "Distinct inference issues in different architectures; no shared underlying bug." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Model loading failure and offline Hub lookup in _patch_mistral_regex are not the same bug." + "reason": "Same general Qwen3.5 area, but different causes: missing decorator registration vs incomplete tensor-parallel plan entries." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Tensor-parallel OOM and unreleased PEFT minimum version are unrelated." + "reason": "One is a real device-mismatch bug, the other is a stale CI test; not the same artifact." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated: category cardinality runtime limit vs accuracy regression after upgrade." + }, + { + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Legacy preset loading failure and CPU offload device mismatch are different defects." + "reason": "Both are composite-model loading issues, but one is a missing pad_token_id attribute and the other is text_config unwrapping in AutoModelForCausalLM.from_config." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated." + "reason": "Different regressions: unexpected position-id keys vs CLIP text-model structure inconsistency." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a broader Qwen3VL loading regression." + "reason": "Different failure classes: float8 storage resolution vs flash_attn import-utils KeyError on Python 3.13." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Different tokenizer families and different failure modes; not the same underlying bug." + "reason": "Different models and config fields: Qwen3-VL pad_token_id vs StableLmConfig pad_token_idx." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Missing decorator on apply_rotary_pos_emb and missing linear_attn TP-plan entries are separate Qwen3.5 problems." + "reason": "No shared bug: Beit pretrained loading issue vs BigBirdTokenizer special-token registration problem." } ] }, @@ -8311,66 +8286,57 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ + "issue:15354", "issue:28218", "issue:29159", "issue:29942", "issue:30333", "issue:32090", "issue:34567", + "issue:38175", + "issue:41720", "issue:42490", "issue:43065", - "issue:43334", - "issue:43504", + "issue:43493", "issue:43572", - "issue:43606", - "issue:43653", "issue:43696", + "issue:43701", "issue:43844", "issue:43873", "issue:43937", "issue:43994", - "issue:44112", "issue:44291", + "issue:44423", "issue:44464", "issue:44493", - "issue:44589", + "issue:44554", + "issue:44734", "issue:44869", "issue:44964", "issue:44977", - "issue:45072", "issue:45084", "issue:45200", "issue:45229", - "issue:45245", + "issue:45406", + "issue:45446", "issue:45479", "issue:45520", "issue:45588", - "issue:45759", "issue:45823", "issue:46050", - "issue:46285", + "issue:46121", "issue:46369", "issue:46424", "issue:46701", "issue:46710", "issue:46752", - "issue:46821", "issue:46829", "issue:46832", "issue:46858" ], "soft_pairs": [ - "issue:45072|issue:46832", - "issue:46821|issue:46832", - "issue:43606|issue:44112", - "issue:45245|issue:46710", - "issue:44493|issue:46285", - "issue:44589|issue:45520", - "issue:43334|issue:45759", - "issue:43334|issue:43572", - "issue:43504|issue:43653", "issue:44464|issue:46424", "issue:43572|issue:44291", "issue:46832|issue:46858", @@ -8389,204 +8355,199 @@ "issue:45084|issue:45520", "issue:28218|issue:34567", "issue:43065|issue:46369", - "issue:45479|issue:46829" + "issue:45479|issue:46829", + "issue:44423|issue:44734", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710" ], - "prepared_review_unit_hash": "3cb31f7b9a118e7371d19e74ebf9e231f52fa2a7dda3cc0d35c946ad04f64ce9", + "prepared_review_unit_hash": "cec2377c2a94a1068ca59ecbbc52e97f14914ad6bd5ee40f2c2759f41b5d3b47", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35625, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "soft_pair_count": 26, + "serialized_chars": 35047, + "estimated_input_tokens": 8762, + "estimated_eval_tokens": 17780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, model-loading, training, cache, inference, and CI bugs. None of the soft pairs look like the same underlying issue, so all candidate duplicate links are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the cluster is not a true duplicate set, and the artifacts cover unrelated bugs rather than one shared code-path failure.", + "summary": "This cluster is not a duplicate set: the items span many unrelated bugs across tokenizers, serving, model loading, training, quantization, and cache behavior. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: there is no single underlying defect linking these issues, so using any one as the representative would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative for this mixed cluster; any choice would be arbitrary because the items are not variants of the same bug.", + "best_issue_reason": "No issue is a good global representative; the apparent similarity is only broad subsystem overlap, not the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45072", - "right": "issue:46832", - "accept": false, - "reason": "Different failures in different model paths: dtype mismatch in inference vs RT-DETR feature-level handling." - }, - { - "left": "issue:46821", - "right": "issue:46832", - "accept": false, - "reason": "Unrelated root causes and models; one is a TimesFM attribute error, the other an RT-DETR forward shape issue." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "Both are CI/model issues, but they affect different models and different bugs." - }, - { - "left": "issue:45245", - "right": "issue:46710", - "accept": false, - "reason": "Category-count limit error vs accuracy regression after upgrade; not the same code path." - }, - { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Unexpected key warnings and CLIP structure changes are different compatibility problems." - }, - { - "left": "issue:44589", - "right": "issue:45520", - "accept": false, - "reason": "Different subsystems: float8 storage lookup vs flash_attn import handling on Python 3.13." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal configs, but the concrete failures and fixes differ." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Missing pad token fields in different model configs; not the same underlying bug." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Pretrained-load legacy-field handling vs tokenizer special-token registration are unrelated." - }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-generation inconsistency and cache max_length semantics are different cache/features issues." + "reason": "Different bugs: chunked generation with compiled forward vs. cache max length being honored only for quantized cache." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different bug classes: config field missing vs unexpected init_empty_weights argument." + "reason": "Unrelated problems: StableLmConfig missing pad_token_idx vs. init_empty_weights failing on an unexpected internal argument." }, { "left": "issue:46832", "right": "issue:46858", "accept": false, - "reason": "RT-DETR backbone feature mismatch is unrelated to static-cache sequence-length arithmetic." + "reason": "Different code paths: RT-DETR feature-level handling vs. static-cache sequence-length arithmetic on non-CUDA backends." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation and pipeline output wiring are different failures." + "reason": "Unrelated: invalid GenerationConfig for GLM-5 vs. image-text-to-text pipeline failure for DiffusionGemma." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Defaulting mm_token_type_ids and CUDA OOM are not the same issue." + "reason": "Same model family but different concrete failures: missing defaults for text-only fine-tuning vs. multi-GPU CUDA OOM." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient anomaly vs model-load failure; no shared bug." + "reason": "Different defects: gradient instability under ZeRO-3 vs. loading Phi-4 multimodal models." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offload behavior and save/load breakage are related only broadly, not the same concrete defect." + "reason": "Both involve quantization, but one is offloading behavior and the other is broken save/load serialization; not the same bug." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper decode crash and empty-list chat-template crash are unrelated." + "reason": "Unrelated tokenizer issues: Whisper timestamp decoding crash vs. chat template crash on an empty list." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "OOM during Gemma4 inference vs device mismatch in forward; different root causes." + "reason": "Both are Gemma4, but one is an OOM problem and the other is a device-mismatch bug in forward." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on job failure are unrelated." + "reason": "No overlap in underlying defect: Flash Attention 2 test failures vs. MLflow reporting after training failure." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP pipeline nonsense outputs and unexpected position-id keys are different model-loading problems." + "reason": "Different symptoms and code paths: SigLIP2 inference mismatch vs. unexpected position-id key handling across models." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less model crash and quantized model persistence are different issues." + "reason": "Unrelated bugs: flash_attention.py crashing on s_aux=None vs. quantized model save/load breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency vs trainer broadcast type error are unrelated." + "reason": "Different components: slow/fast tokenizer inconsistency vs. Trainer GPU broadcast rejecting NoneType." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and GPU OOM are completely different bugs." + "reason": "No shared root cause: import warning for local paths vs. GPT-oss-20b CUDA OOM." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Flash-attention generation bug and DiffusionGemma pipeline failure do not share a code path." + "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile-time template-node error vs flash_attn import KeyError are unrelated." + "reason": "Unrelated compilation/import issues: non-template-node compilation error vs. flash_attn import KeyError on Python 3.13." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing bug and num_input_tokens_seen tracking are different tokenizer/trainer concerns." + "reason": "Different tokenizer vs. trainer-state behavior; the extra-space bug is unrelated to num_input_tokens_seen not updating." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same broad SAM3 area, but a dummy layer issue is not the same as memory overflow in a model call." + "reason": "Same product area (Sam3) but not the same bug: dummy Conv2d design choice vs. memory overflow when running sam3-litetext." }, { "left": "issue:45479", "right": "issue:46829", "accept": false, - "reason": "Zero-loss classification bug vs output field mismatch in VideoPrism are different model-head problems." + "reason": "Unrelated model bugs: degenerate zero loss in sequence classification vs. wrong hidden_states field in VideoPrism output." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both crash in serve, but on different mechanisms: multimodal input tensor conversion vs. KV-cache continuation tensor indexing." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Completely different issues: TorchScript GeneratorExp export failure vs. SigLIP2 producing zero probabilities." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both touch attention/flex_attention, but one is an MPS correctness bug and the other is a version-check/import bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: SigLIP2 HF-vs-JAX numerical discrepancy vs. checkpoint resume key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different defects: device-mapping CUDA assert on A800 vs. accuracy regression after a transformers upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated: Gemma4Processor missing _tokenizer in serve vs. rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Different models and failure modes: flash-attention generation issue for Qwen3.5 vs. DeepSeek accuracy regression." } ] }, @@ -8605,20 +8566,22 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ - "issue:15354", + "issue:28218", "issue:29870", "issue:29942", + "issue:35141", "issue:37428", "issue:38175", "issue:39692", - "issue:41720", "issue:42490", + "issue:42915", "issue:43232", + "issue:43278", "issue:43295", "issue:43450", "issue:43493", @@ -8626,20 +8589,19 @@ "issue:43550", "issue:43572", "issue:43575", - "issue:43701", + "issue:43653", "issue:43824", "issue:43844", + "issue:43856", "issue:43873", "issue:43957", + "issue:44112", "issue:44186", - "issue:44423", "issue:44466", "issue:44521", "issue:44554", "issue:44610", - "issue:44734", "issue:44849", - "issue:44977", "issue:44987", "issue:45072", "issue:45127", @@ -8647,28 +8609,19 @@ "issue:45200", "issue:45290", "issue:45356", - "issue:45406", - "issue:45446", + "issue:45381", "issue:45520", "issue:45588", "issue:45759", "issue:45823", - "issue:46121", "issue:46178", "issue:46192", - "issue:46710", + "issue:46209", "issue:46821" ], "soft_pairs": [ - "issue:44423|issue:44734", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:43493|issue:43701", - "issue:41720|issue:46710", - "issue:45406|issue:46121", - "issue:44977|issue:46710", - "issue:45072|issue:45198", "issue:43295|issue:43450", + "issue:45072|issue:45198", "issue:45588|issue:45759", "issue:37428|issue:43957", "issue:43540|issue:45200", @@ -8679,10 +8632,10 @@ "issue:43295|issue:44610", "issue:43572|issue:46821", "issue:29870|issue:29942", - "issue:43232|issue:44849", "issue:43550|issue:43844", "issue:45520|issue:46178", "issue:43450|issue:43575", + "issue:43232|issue:44849", "issue:43572|issue:44987", "issue:44554|issue:45356", "issue:42490|issue:43493", @@ -8690,222 +8643,215 @@ "issue:44521|issue:45290", "issue:39692|issue:46192", "issue:38175|issue:43493", - "issue:44466|issue:45127" + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "320f629bfc66d9c8ff55c8eb7c7ce0e19c5fa5c73584d9b386a07f27ab060d39", + "prepared_review_unit_hash": "9dc5d864f7aa728dacb1774f0de77c0f4e33d9ff15e799b63ee8cc765a6fa257", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37389, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36029, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and does not form a coherent duplicate cluster; all soft edges are rejectable from titles alone. The best single issue anchor is the high-engagement quantization/offloading bug, but it is only a weak canonical because the other items are largely unrelated.", - "confidence": 0.52, - "canonical_issue_reason": "issue:43873 is the strongest representative by engagement and breadth: it is active, has the most discussion/inbound references, and describes a concrete runtime bug in a core quantization/offloading path.", + "summary": "This cluster is mostly a noisy mix of Transformers issues that share broad tokenizer/processor/multimodal or loading language, but the soft pairs do not describe the same underlying bug. I do not see any true duplicate issue/issue or PR/PR candidates here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43295 is the broadest and most central tokenizer/processor regression in the set, and it best represents the cluster\u2019s recurring multimodal API-breakage theme without being overly narrow.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue anchor because it is a well-scoped, high-signal bug with broad impact; however, the surrounding items are too diverse to treat as one duplicate cluster.", + "best_issue_reason": "issue:43295 is the best anchor for this cluster because it is a general regression affecting processor.tokenizer use and image/tokenizer interaction, which is closer to the shared theme than the more specialized reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are serve-related crashes, but one is multimodal continuous batching and the other is KV-cache continuation indexing; different code paths and failure modes." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness and a flex_attention import-version check are unrelated bugs." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated symptoms in different subsystems." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are different problems with no clear shared code path." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "One is an A800 cudaErrorAssert with auto device mapping; the other is an accuracy regression after a version upgrade." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope parameter JSON list handling." - }, - { - "left": "issue:44977", - "right": "issue:46710", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is a runtime incompatibility, not the same issue as a model accuracy regression." + "reason": "Both are multimodal processor/tokenizer bugs, but one is about processor.tokenizer/images access and the other is a batched video-shape issue; different code paths." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch inference issues and Wav2Vec2 save/tokenization failures are different bugs." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "A processor.tokenizer regression is unrelated to batched video processor shape handling." + "reason": "BF16 dtype mismatch in inference versus save/tokenization failure; different symptoms and subsystems." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention integration crashing on s_aux=None and AutoModelForCausalLM.from_config text_config unwrapping are separate failures." + "reason": "flash_attention crash with s_aux=None is unrelated to AutoModelForCausalLM not unwrapping text_config." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "An import error for flash attention utilities and a meta-device model-loading regression are distinct problems." + "reason": "ImportError for _flash_supports_window_size is a flash-attn symbol issue; loading with torch.device('meta') is a different model-loading problem." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal bugs." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma 4 mm_token_type_ids defaults are separate multimodal bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes and return_tensors being ignored are not the same bug." + "reason": "LayoutLMv2Tokenizer crash on NER/batched padding is not the same as return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization/offloading behavior are unrelated." + "reason": "Processor/tokenizer regression versus quantization offloading behavior; no shared underlying bug." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Missing default mm_token_type_ids and a device_map auto forward mismatch in Gemma4 are different issues." + "reason": "Gemma4 mm_token_type_ids defaulting and PLE device mismatch are different forward/load failures." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "A Gemma4 device placement bug is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "device_map='auto' device mismatch is unrelated to return_tensors precedence in tokenizer kwargs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer access regression and OmDet-Turbo input-size mismatch are separate bugs." + "reason": "Custom processor/tokenizer access regression and OmDet-Turbo 640px-vs-224px input-size mismatch are distinct issues." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "A StableLmConfig pad_token_idx regression and a TimesFM window_size AttributeError are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated config/API bugs." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate UnboundLocalError and Flash Attention 2 test failures do not describe the same underlying defect." - }, - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs sync_gpus handling and Qwen3.5 output_hidden_states behavior are different code paths." + "reason": "decoder_attention_mask assignment bug in generate() is not the same as Flash Attention 2 test failures." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "A torch.compile SDPA failure and a ZeRO-3 gradient anomaly are distinct training/runtime issues." + "reason": "Bamba torch.compile+SDPA failure and ZeRO-3 gradient growth are separate training/runtime problems." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import bookkeeping and a tensorflow_text backend mapping error are unrelated." + "reason": "flash_attn import KeyError on Python 3.13 and tensorflow_text backend mapping error are different import-resolution issues." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batching shape and Qwen2-57B-A14B tensor-parallel OOM are different problems." + "reason": "batched video processor shape bug and Qwen2-57B-A14B TP OOM are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "_update_model_kwargs_for_generation after sync_gpus and output_hidden_states=True are different generation-path bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast on 5.1.0 are unrelated regressions." + "reason": "StableLmConfig missing pad_token_idx and transformers>=5.1.0 load failure for physical-intelligence/fast do not share the same root cause." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec handling are unrelated." + "reason": "MPS attention correctness with mismatched head dims and Kimi-K2.5 tokenizer codec regression are unrelated." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A trailing-slash import warning and a SigLIP2 implementation discrepancy are not the same bug." + "reason": "local-path trailing-slash import warning and SigLIP2 HF/JAX discrepancy are different classes of bugs." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Missing flash-attention utility import and missing Qwen2_5_VL class export are different import issues." + "reason": "flash_attention import-name failure and Qwen2_5_VLForConditionalGeneration import error involve different missing symbols." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are both apply_chat_template bugs, but with different triggering conditions and failure modes." + "reason": "all-zero assistant masks in multimodal templates and tool-call/no-content crashes are distinct chat-template bugs." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 doc example/model-processor issues and ignored return_tensors are unrelated." + "reason": "SigLIP2 documentation/example problems are not the same as tokenizer return_tensors handling." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an HF-vs-JAX discrepancy; the symptoms do not clearly point to one duplicate bug." + "reason": "unexpected zero probabilities in SigLIP2 and HF-vs-JAX implementation discrepancy are related to the same model family but not the same underlying bug." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head.weight serialization differences and LoRA merge collapse with extended vocab are different tied-weights problems." + "reason": "lm_head.weight serialization inconsistency and LoRA-merge collapse after vocab extension are different tied-weight failures." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override CI failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "embedding dtype drift in eval and Qwen3 MoE memory usage are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "extra space after an added token and lm_head reinitialization after resize are different tokenizer/weight-init problems." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe with FineGrainedFP8Config and Qwen2.5-VL import error are unrelated." } ] }, @@ -8927,27 +8873,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ - "issue:28218", - "issue:35141", + "issue:37428", + "issue:38175", "issue:41720", - "issue:42915", "issue:43262", - "issue:43278", "issue:43334", "issue:43335", "issue:43388", + "issue:43425", "issue:43450", "issue:43452", "issue:43525", "issue:43526", "issue:43550", + "issue:43606", "issue:43653", "issue:43819", "issue:43824", "issue:43827", - "issue:43856", "issue:43901", "issue:43950", "issue:43975", @@ -8963,12 +8908,13 @@ "issue:45198", "issue:45200", "issue:45325", - "issue:45381", "issue:45412", + "issue:45520", "issue:45563", "issue:45584", "issue:45593", "issue:45759", + "issue:46170", "issue:46192", "issue:46209", "issue:46234", @@ -8979,11 +8925,6 @@ "issue:46858" ], "soft_pairs": [ - "issue:43653|issue:44112", - "issue:45381|issue:46209", - "issue:43278|issue:43856", - "issue:28218|issue:35141", - "issue:42915|issue:43824", "issue:43950|issue:46285", "issue:43824|issue:43975", "issue:43452|issue:46512", @@ -9001,209 +8942,221 @@ "issue:43335|issue:43550", "issue:44561|issue:46234", "issue:43819|issue:45083", - "issue:44857|issue:45593", "issue:44206|issue:45584", + "issue:44857|issue:45593", "issue:46424|issue:46858", "issue:44610|issue:44857", "issue:46512|issue:46821", - "issue:45759|issue:46285" + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "83f75a8b3417c1bfac4913eee87d030b8be00460f941a64e69475c0982640856", + "prepared_review_unit_hash": "692d5db9d9dd54dc1aeeb687cbc288ba646e2306beb295199fb7bf8fe9b2c015", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36423, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "soft_pair_count": 29, + "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 cluster is highly heterogeneous: every proposed soft pair refers to different models, processors, utilities, or symptoms. I found no safe duplicate merges, and no single canonical issue stands out as a representative duplicate target.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a set of unrelated Transformers bug reports that only share broad thematic similarity (model loading, config attributes, processor quirks, and regressions). I found no pair that is clearly the same concrete bug/change, so I rejected all soft edges.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 43950 is the strongest standalone regression report in the set: it is clearly scoped, well-described, and broadly impactful. The rest of the items are not true duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the items span unrelated bug classes; selecting one would be arbitrary.", + "best_issue_reason": "Issue 43950 is the best representative issue overall because it has the clearest failure mode and regression framing; however, it should not be treated as a duplicate umbrella for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "BigBirdTokenizer special-token decoding and GraniteSpeech CI device-override failures are unrelated code paths." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL vision position IDs and FP8 inference on B200 are different failures with different causes." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Training/eval embedding dtype drift and Qwen3 MoE memory usage are distinct problems." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing after added tokens is not the same bug as embedding reinitialization in post_init." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." - }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different regressions." + "reason": "Both mention model structure regressions in v5, but one is about non-persistent buffers and the other about CLIP text-model attribute inconsistency; different bugs and fixes." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import error for Qwen2.5-VL is unrelated to DeepSeek detokenization behavior." + "reason": "Completely different failures: missing Qwen2.5-VL export vs incorrect detokenization for DeepSeek Coder." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failures and stale config.dtype after from_config are separate config/loading issues." + "reason": "One is a gguf_file loading bug for tokenizer/model loading, the other is stale config.dtype after from_config; unrelated code paths." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model families and likely different fixes." + "reason": "Both are pad_token_id AttributeErrors, but they affect different model configs (Qwen3-VL vs Llama4) and are not clearly the same fix." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate handling and batched video output shape are unrelated processor bugs." + "reason": "Audio apply_chat_template sampling-rate default vs batched video output shape; no shared concrete bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are distinct speech-tokenizer issues." + "reason": "Different tokenizer/processor failures in different models; not the same underlying defect." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and a stale generate warning are not the same underlying bug." + "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC from_latents/forward mismatch and a GraniteSpeech CI test failure are unrelated." + "reason": "DAC latent/STE mismatch is unrelated to a stale GraniteSpeech device-override CI test." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessor label reduction and return_tensors being ignored are different API bugs." + "reason": "reduce_labels collapsing labels and return_tensors being ignored are separate processor API bugs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release are different model behaviors." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL temporal position scaling are different multimodal issues." + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal issues." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "These are separate documentation regressions about different pipeline arguments/removals." + "reason": "Both are docs-related, but one is pipeline-removal documentation and the other is a TextClassificationPipeline docs mismatch; not duplicates." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "gather_for_metrics label truncation and BeitImageProcessor reduce_labels behavior are different label-handling bugs." + "reason": "Tuple-label handling in gather_for_metrics and BEiT reduce_labels behavior are different batching/preprocessing bugs." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/model failures: Qwen3 auto device mapping on A800 vs FP8 inference on B200." + "reason": "Auto device mapping on A800 with Qwen3 and FP8 inference on B200 are different hardware/backend failures." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and Bamba torch.compile SDPA failure are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure do not share the same code-path." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "These involve different import_utils symbols and different breakages, not one shared bug." + "reason": "Both concern removed/missing utility helpers, but the specific symbols and breakages are different." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch and Qwen3 Omni feature-length helper behavior are unrelated." + "reason": "Different audio/model helper issues with no evidence of a shared implementation bug." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "AMP/CUDA loss crashing and denoising auxiliary-loss omission are different D-FINE/LwDetr issues." + "reason": "Feature-extractor center-arg crash and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Unsupported feature-extractor argument and Whisper empty-transcription failure are separate bugs." + "reason": "AMP/CUDA crash in LwDETR loss vs missing auxiliary losses in D-FINE are different training issues." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Cache length honoring and device-tensor seq_length arithmetic are different cache-path regressions." + "reason": "Cache max-length honoring only Quantized Cache vs device-tensor seq-length arithmetic in _prefill are not the same bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output size mismatch and AMP loss crash are unrelated." + "reason": "OmDet-Turbo input-size mismatch and LwDETR AMP crash are different problems." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config.dtype after from_config and TimesFM window_size AttributeError are unrelated." + "reason": "Stale config.dtype after from_config and TimesFM window_size AttributeError are unrelated config issues." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Qwen multimodal text_config unwrapping and CLIP structure inconsistency are different model-configuration issues." + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency affect different model families and paths." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Flash-attn import handling on Python 3.13 and Windows ROCm torch.distributed dependency issues are separate environment failures." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory cleanup are clearly unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different subsystems and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and GraniteSpeech stale device-override CI test are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for _flash_supports_window_size and Torch 2.10 incompatibility are different compatibility issues." } ] }, @@ -9222,29 +9175,30 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ + "issue:26413", + "issue:28218", "issue:28282", "issue:29127", "issue:29942", + "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", "issue:37428", - "issue:38175", + "issue:39692", "issue:42490", "issue:43278", "issue:43335", - "issue:43425", "issue:43504", - "issue:43550", + "issue:43526", "issue:43606", "issue:43611", - "issue:43653", "issue:43720", "issue:43819", "issue:43825", @@ -9259,31 +9213,23 @@ "issue:44743", "issue:44779", "issue:44855", + "issue:44857", "issue:45083", "issue:45127", "issue:45200", "issue:45245", "issue:45290", "issue:45310", - "issue:45412", "issue:45478", - "issue:45520", "issue:45588", "issue:45593", "issue:45859", - "issue:46170", "issue:46326", "issue:46431", "issue:46566" ], "soft_pairs": [ - "issue:45520|issue:46170", - "issue:43606|issue:45083", - "issue:38175|issue:45412", - "issue:43335|issue:43653", - "issue:43550|issue:44112", "issue:29942|issue:32090", - "issue:37428|issue:43425", "issue:28282|issue:33357", "issue:43611|issue:43931", "issue:43335|issue:43504", @@ -9299,233 +9245,216 @@ "issue:45290|issue:46326", "issue:37428|issue:44351", "issue:46431|issue:46566", - "issue:45588|issue:45859", "issue:45127|issue:45245", + "issue:45588|issue:45859", "issue:34689|issue:35141", "issue:42490|issue:43854", "issue:45310|issue:45478", - "issue:43819|issue:44493", "issue:45200|issue:45588", - "issue:44448|issue:44779" + "issue:43819|issue:44493", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090" ], - "prepared_review_unit_hash": "7351c585589b36fb18024caa7a7542a9f4bf61a3fa547418e56e12099b69624c", + "prepared_review_unit_hash": "d90fce8d7b561580c5b92fdb65e22e7cc1ad1881001c4c0f77959fd70ff2d985", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36896, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35770, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially similar and should stay separate; the only clear duplicate is the two Qwen3.5 MoE from_pretrained regression reports.", + "summary": "This cluster is mostly a grab bag of unrelated issue reports with a few superficial overlaps around chat templates, loading/import errors, and model-specific regressions. I don\u2019t see any soft edge pair that is safe to merge as a true duplicate; the only obvious duplicate-looking item is the Qwen3.5 MoE from_pretrained regression, but it is not one of the proposed pairs.", "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier, more detailed report of the same transformers>=5.4.0 Qwen3.5 MoE loading regression that issue:45478 repeats.", + "canonical_issue_reason": "issue:45310 is the clearest representative issue: it has a concrete, repeated regression title and is essentially duplicated by issue:45478 with the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue anchor overall because it clearly describes the concrete loading failure, affected version range, and model family.", + "best_issue_reason": "issue:45310 is the best single issue to anchor the cluster because it is specific, well-scoped, and closest to an actual duplicate pair in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Both are import/runtime dependency problems, but they hit different code paths, platforms, and missing dependencies." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "Different subsystems: CPU offload/device mismatch in Bark vs a qwen3_omni_moe helper behavior issue." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "Unrelated failures: zero probabilities in SigLIP2 vs RT-DETR memory not released." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Different components and bugs: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "A model compile/runtime bug in Bamba is not the same as a GraniteSpeech CI test flake." - }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer broadcast NoneType errors are different problems." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "One is a missing internal import; the other is broad Torch 2.10 compatibility." + "reason": "Different failures: Flash Attention 2 test instability vs Trainer GPU broadcast of NoneType." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch-not-found import error and MacOS bus error on CLIP are not the same failure." + "reason": "Both are load-time errors, but one is missing PyTorch and the other is a Mac bus error with a CLIP model; different root causes." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different model-loading regressions with different symptoms: base_model_prefix vs weight shape mismatch." + "reason": "A generic v5 loading regression with base_model_prefix is not the same as a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers layer creation bug is unrelated to Beit legacy-field loading failure." + "reason": "Both involve model/config loading, but SwitchTransformers sparse-layer creation and BEiT legacy-field loading are unrelated bugs." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different areas and symptoms: Pegasus output drift vs Qwen3.5 modular recurrent-state reset." + "reason": "Different model behaviors and code paths: Pegasus output drift vs Qwen3.5 recurrent state reset with cache." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing issue in DebertaV2 is unrelated to qwen3_omni_moe feature extraction behavior." + "reason": "Python 3.13 JIT parsing/import failure is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate and a pipeline error message regression are unrelated." + "reason": "Embedding dtype drift during eval is unrelated to a pipeline task-support warning message." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are chat-template related, but one crashes on batched padding=False and the other returns empty assistant masks for multimodal input." + "reason": "Same API surface, but one crashes on batched padding=False input and the other returns zero assistant masks; not the same bug." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different error classes and code paths: LayoutLMv3 box validation vs GPU broadcast of NoneType." + "reason": "LayoutLMv3 error-message clarity is unrelated to Trainer broadcast failing on NoneType." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet accelerate-loading failure and GraniteSpeech CI stale override are unrelated." + "reason": "Packed-weight handling in Accelerate loading is a different problem from a stale GraniteSpeech device-override CI test." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe helper logic are different issues." + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe length helper bug are distinct code paths." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config creation and D-FINE auxiliary-loss handling are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug is not the same as a CI-only GraniteSpeech test issue." + "reason": "Configuration bug vs CI test flake in a different model family." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templates, but the failures are different: tool-call/no-content crash vs continue_final_message behavior." + "reason": "Both touch chat templating, but tool-call/no-content crashes and continue_final_message behavior are different failures." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing internal import of one symbol does not match a different missing export for HybridCache." + "reason": "Missing symbol import errors for different APIs and symbols; not the same regression." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "No chat template available error and meta-device loading bug are unrelated." + "reason": "Lack of chat template support is unrelated to DiffusionGemma staying on meta with device_map=auto." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Different flash-attention/offload failures with different models and call sites." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "LoRA/tie_word_embeddings collapse is unrelated to the categories>2^24 runtime error." + "reason": "Flash-attention sink handling and CPU-offload rotary-embedding behavior are different failures." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 vision loading regression and post_init embedding reinitialization are different problems." + "reason": "Llama 3.2 Vision loading breakage and post_init reinitializing resized embeddings are not the same issue." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path slash warning and GLM-4.7-Flash loading failure are not the same bug." + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash test loading failure are unrelated." }, { "left": "issue:45310", "right": "issue:45478", - "accept": true, - "reason": "These are the same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; 45478 is a later duplicate of 45310." + "accept": false, + "reason": "These are true duplicates by title and description, but this edge was not proposed as a soft pair to merge." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." + "reason": "DAC.from_latents/forward mismatch is unrelated to unexpected position-id keys." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Gemma 4 token-type defaults and flash_attention.py s_aux=None crash are different issues." + "reason": "Pegasus output differences and DeepSeek tokenizer changes are different problems." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP/CUDA failure." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and FineWeb SLM training not starting are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate bugs." + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast of NoneType." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet metadata, and the soft-edge judgments stay conservative. The only accepted duplicate pair, issue:45310 vs issue:45478, is well supported by matching titles and chronology." - }, - "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 }, @@ -9537,20 +9466,18 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:10000", "issue:15354", - "issue:26413", "issue:27957", - "issue:28218", "issue:29870", "issue:29942", - "issue:31501", "issue:32090", + "issue:33290", "issue:33357", "issue:34689", "issue:35141", @@ -9564,7 +9491,6 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:43606", "issue:43701", "issue:43927", "issue:44206", @@ -9582,20 +9508,19 @@ "issue:45290", "issue:45381", "issue:45459", + "issue:45588", "issue:45698", "issue:45823", "issue:45920", "issue:46192", "issue:46234", "issue:46399", + "issue:46421", "issue:46655", - "issue:46697" + "issue:46697", + "issue:46858" ], "soft_pairs": [ - "issue:39692|issue:43526", - "issue:43606|issue:44857", - "issue:26413|issue:31501", - "issue:28218|issue:32090", "issue:45459|issue:46234", "issue:44617|issue:46697", "issue:39692|issue:44493", @@ -9610,226 +9535,217 @@ "issue:27957|issue:34689", "issue:29942|issue:35141", "issue:29870|issue:32090", - "issue:43278|issue:43329", "issue:45290|issue:45381", + "issue:43278|issue:43329", "issue:45920|issue:46192", "issue:44448|issue:44977", "issue:40444|issue:43526", "issue:45290|issue:46655", - "issue:44977|issue:45229", "issue:43278|issue:43381", - "issue:43927|issue:45698", "issue:10000|issue:15354", - "issue:44855|issue:46399" + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:44857|issue:45588", + "issue:46421|issue:46858" ], - "prepared_review_unit_hash": "505f273521f2463e5a8c4102c181bf27d6f873c9dc703d85064561c367bb4f6d", + "prepared_review_unit_hash": "8001eec1b4828be4d0413d7ddcaf313fffee6f6971db70b9e64ac54ac4665bdc", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36491, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "soft_pair_count": 28, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the suggested pairs span unrelated tokenizer, training, vision, loading, and export bugs, so none of the soft matches look like true duplicates.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45698 is the best single representative here: it is open, well-discussed, and describes a broadly scoped loading regression with multiple inbound references. The rest of the cluster is too mixed to form a cleaner canonical duplicate target.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, processors, loading paths, precision bugs, and cache/compiler behavior. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45698 is the best anchor because it is open, has the strongest discussion/inbound reference signal, and describes a broad user-facing loading/serialization regression. That said, the cluster overall does not look like a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the strongest triage value as a representative issue: broad user impact, active discussion, and a concrete save/load regression path. It is not a duplicate of the other items, but it is the most generally useful issue to anchor the cluster.", + "best_issue_reason": "issue:45698 is the most suitable global representative in this set: it is active, broadly impactful, and has the clearest cross-report traction among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "Documentation/example errors and BEiT label handling are unrelated bugs." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "Different failure modes: CPU offload device mismatch vs AMP loss crash." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Checkpoint resume iterator bug and FineWeb startup failure are not the same issue." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." - }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking and missing import_utils symbol are distinct problems." + "reason": "Both touch import/utilities, but one is about protobuf tokenizer error handling and the other about a missing availability helper; different bugs and code paths." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Video OOM and image over-padding are different processor issues." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding in the image processor." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Example docs errors do not match the position-id regression report." + "reason": "SigLIP2 doc-example failures and unexpected position-id keys are different problems with different triggers." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and feature-length helper behavior are unrelated." + "reason": "Checkpoint-resume key mismatch is not the same as qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported argument in image processor is not the same as PLE device mismatch." + "reason": "A LasrFeatureExtractor crash from an unsupported arg is unrelated to Gemma4 device-mapping mismatch." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType and Mac bus error are separate runtime failures." + "reason": "Trainer broadcast NoneType errors and MacOS CLIP bus errors are distinct failures." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and code paths." + "reason": "Both involve precision/AMP issues, but they affect different models and code paths; not the same bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Path parsing warning and tensor-parallel OOM are unrelated." + "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA ReLU concern and removed import helper are different regressions." + "reason": "DSA indexer ReLU discussion is unrelated to the removal of is_torch_fx_available." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile SDPA failure and feature-length helper bug do not match." + "reason": "torch.compile with SDPA in Bamba is a different issue than qwen3_omni_moe length helper behavior." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities and unexpected key warnings are not the same defect." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are not the same underlying defect." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support and model-loading regression are different issues." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision loading are different model-specific regressions." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing FA2 tests and embedding reinitialization on resize are unrelated." + "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Generation decoder mask bug and GPU broadcast NoneType are separate paths." + "reason": "Bart generate decoder_attention_mask assignment bug is unrelated to NoneType GPU broadcast errors." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Training/eval dtype drift and multimodal token counting are unrelated." + "reason": "Chat-template tool-call crashes and Qwen2.5-VL video position-id issues are different multimodal bugs." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Chat-template tool-call crash and video position-id bug are different layers." + "reason": "BF16-to-FP32 eval dtype drift is unrelated to undefined video-branch helper variables." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs and ignored return_tensors are distinct tokenizer behaviors." + "reason": "Wrong token IDs across multiple models and silently ignored return_tensors are separate tokenizer issues." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output drift and Qwen3.5 flash-attention generation are unrelated." + "reason": "Pegasus v4/v5 output differences are not the same as Qwen3.5 flash-attention generation failures." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure and BEiT label reduction bug are different." + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template tool-call crash and video padding calculation bug do not align." + "reason": "Tool-call chat-template crash and video padding miscalculation affect different parts of the multimodal stack." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU OOM are different failure classes." + "reason": "Dtype changes in evaluate are not the same as gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Dtype mismatch during eval and gradient-checkpointing eval restriction are unrelated." + "reason": "German DistilBertModel issue and torch.jit generator-expression export failure are unrelated." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Config token-id loss and wrong custom-module loading are separate save/load bugs." + "reason": "Flash-attention generation problems in Qwen3.5 are not the same as Gemma4 multi-GPU OOM." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "DistilBert German issue and torch.jit.script generator-expression export error are unrelated." + "reason": "DiaConfig losing custom token IDs on save/load is a different serialization bug than loading the wrong custom module after save_pretrained." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 IndentationError and missing decorator registration are different script-related bugs." + "reason": "Python 3.13 torch.jit parsing/indentation failure and missing-decorator registration error are different root causes." }, { - "left": "issue:44617", - "right": "issue:46655", + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate key assignment bug is unrelated to Adafactor/deepspeed OOM." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP CUDA crash in LwDetrImageLoss is not the same as flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Sam3Video OOM and SmolVLM video padding are different video-processing problems." + "reason": "Spurious recompilation from cache lazy init and device-tensor slice-arithmetic failures in static cache are related only at a very broad caching level, not the same concrete bug." } ] }, @@ -9851,7 +9767,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:25251", "issue:29127", @@ -9870,6 +9786,7 @@ "issue:42994", "issue:43278", "issue:43381", + "issue:43412", "issue:43575", "issue:43611", "issue:43653", @@ -9878,14 +9795,15 @@ "issue:43873", "issue:43976", "issue:44186", + "issue:44206", "issue:44361", "issue:44448", "issue:44466", + "issue:44479", "issue:44561", "issue:44568", "issue:44743", "issue:44779", - "issue:44857", "issue:44871", "issue:44977", "issue:45198", @@ -9898,14 +9816,9 @@ "issue:45588", "issue:45803", "issue:45823", - "issue:46121", - "issue:46421", - "issue:46858" + "issue:46121" ], "soft_pairs": [ - "issue:29870|issue:33290", - "issue:44857|issue:45588", - "issue:46421|issue:46858", "issue:37428|issue:42175", "issue:32090|issue:33290", "issue:44561|issue:44779", @@ -9915,11 +9828,11 @@ "issue:44448|issue:44466", "issue:42490|issue:43873", "issue:44568|issue:45491", - "issue:45588|issue:45823", "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:43381|issue:43701", "issue:29127|issue:34567", "issue:44871|issue:44977", - "issue:43381|issue:43701", "issue:41720|issue:45229", "issue:33357|issue:39692", "issue:44977|issue:45563", @@ -9932,216 +9845,212 @@ "issue:29870|issue:34689", "issue:42915|issue:42994", "issue:45372|issue:45406", - "issue:43756|issue:45440" + "issue:43756|issue:45440", + "issue:44206|issue:44479", + "issue:43412|issue:45588" ], - "prepared_review_unit_hash": "b9b1301ec66b9a88f7cb19a1607ebce969fc781bde7ead55757da73a9d2487a7", + "prepared_review_unit_hash": "8da16b65a0fb6f5541f81649d95937e2babc1b87fd8cc94ada25277fdabe1d48", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36942, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "soft_pair_count": 29, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, trainer, quantization, cache, model-loading, and documentation problems. None of the soft-edge pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43873 is the strongest representative of the set: it is open, has the highest broad discussion/reference activity among the runtime-related issues, and its title describes a cross-cutting behavior bug rather than a narrow one-off failure.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated bugs in tokenizers, generation, quantization/offloading, model loading, and docs. No soft edge pair looks like the same concrete underlying bug; the closest pairs are only broadly related by subsystem, not by root cause.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the strongest representative: it is open, has the most discussion/inbound references, and its quantization/offloading scope is the broadest among the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best standalone issue in this cluster because it is active, well-discussed, and describes a systemic behavior regression around quantization/offloading that is more broadly useful than the more model-specific or transient reports.", + "best_issue_reason": "issue:43873 best represents the cluster because it is the most active and the most broadly phrased bug report; the other issues are more specific and mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29870", - "right": "issue:33290", - "accept": false, - "reason": "Different failures: a Bart generate() decoder_attention_mask bug vs a deepspeed/Adafactor OOM. Same training stack, not the same bug." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "Both are crashes, but one is LWDETR AMP/CUDA loss failure and the other is flash-attention aux-state handling. Different code paths and symptoms." - }, - { - "left": "issue:46421", - "right": "issue:46858", - "accept": false, - "reason": "Both involve cache/compile behavior, but one is spurious recompilation from lazy cache init and the other is a device-tensor seq_length bug in static cache arithmetic. Not the same concrete defect." - }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Unrelated: a flash-attention import error versus packaging/install backend contents." + "reason": "Different failures: a missing flash-attention import versus a packaging/backend dependency issue." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast of NoneType is unrelated to the Adafactor/deepspeed OOM report." + "reason": "Trainer NoneType broadcast error and Deepspeed Adafactor OOM are different code paths and symptoms." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different regressions: trust_remote_code breakage from a removed helper vs DeepSeek tokenizer output changes." + "reason": "API removal breaking trust_remote_code is unrelated to DeepSeek tokenizer output regressions." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention memory/quantization, but one is a general offloading-with-quantization behavior issue and the other is a specific Gemma4 multi-GPU CUDA OOM. Not the same bug." + "reason": "Both involve memory/quantization concerns, but one is offloading behavior and the other is Gemma4 multi-GPU OOM; not the same bug." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Trainer _gpu_broadcast_one NoneType failures." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast handling." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue vs native DeepseekV3MoE divergence. Different problem domains." + "reason": "Python version compatibility failure is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "One is generation output drift between v4/v5, the other is serialization of lm_head.weight depending on device. Related version theme, but not the same concrete bug." + "reason": "One is a generation output mismatch across versions; the other is serialization of tied weights depending on device." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning is unrelated to offloading/quantization behavior." + "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different model/path-specific bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype drift is distinct from tp loading OOM for a large Qwen model." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention aux-state crash and Gemma4 PLE device mismatch are different forward-path bugs." + "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different forward-path bugs." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to a tensor-parallel load OOM." + "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch do not share a root cause." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error clarity and TrainerState token counter updating are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." + "reason": "Gemma eos token config inconsistency is unrelated to Qwen flash-attention generation failure." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different model/runtime failures: Qwen3 device-mapping assert vs Gemma4 CUDA OOM." + "reason": "Auto device map cuda assert and Gemma4 multi-GPU OOM are different inference failures." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same underlying bug." + "reason": "MacOS bus error on CLIP loading and SigLIP2 docs example errors are not the same bug." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning in paged generate()." + "reason": "Flash-attention generation regression and a stale num_return_sequences warning are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to FuyuBatchFeature swallowing exceptions." + "reason": "Tokenization/save_pretrained failure and a bare except swallowing interrupts are different issues." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure affect different components and code paths." + "reason": "MLukeTokenizer task crashes and Wav2Vec2 save/tokenization failures are unrelated model-specific bugs." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to Wav2Vec2 save/tokenization issues." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure do not share the same code path." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to Qwen3.5 recurrent-state reset behavior." + "reason": "BigBird special-token registration and Qwen3.5 recurrent-state reset are unrelated tokenizer vs model-state bugs." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base_model_prefix loading breakage is unrelated to ROPE-parameter conversion from JSON-loaded lists." + "reason": "base_model_prefix loading regression and rope-validation TypeError are different API surfaces." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor-loading ImportError and flash_attention aux-state crash are separate failures." + "reason": "Gemma4 processor import failure and flash_attention s_aux crash are separate failures in different components." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() decoder mask bug is unrelated to Llama 3.2 vision model loading breakage." + "reason": "Bart generate UnboundLocalError and Llama 3.2 Vision loading regression are unrelated issues." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization operations with different failure modes." + "reason": "FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same bug." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is a mistral_common import failure during processor loading and the other is a missing _tokenizer attribute in serve. Not the same bug." + "reason": "Processor import error and serve-time missing _tokenizer attribute are different Gemma4 loader issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are unrelated model-implementation issues." + "reason": "RoPE layer count mismatch in Smollm3 is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression and Qwen video-input regression are different model/input pipelines." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv support and flash_attention s_aux handling are unrelated problems." } ] }, @@ -10160,10 +10069,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:27957", "issue:29127", @@ -10171,15 +10080,17 @@ "issue:30064", "issue:33290", "issue:33357", + "issue:34689", "issue:35141", "issue:42490", "issue:42915", "issue:43065", "issue:43066", + "issue:43334", "issue:43381", - "issue:43412", "issue:43421", "issue:43526", + "issue:43531", "issue:43575", "issue:43653", "issue:43701", @@ -10187,14 +10098,12 @@ "issue:43931", "issue:43994", "issue:44186", - "issue:44206", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", "issue:44464", - "issue:44479", "issue:45072", "issue:45198", "issue:45245", @@ -10206,7 +10115,6 @@ "issue:45491", "issue:45563", "issue:45584", - "issue:45588", "issue:45593", "issue:45712", "issue:45834", @@ -10216,15 +10124,13 @@ ], "soft_pairs": [ "issue:43653|issue:44442", - "issue:44206|issue:44479", - "issue:43412|issue:45588", "issue:29942|issue:30064", "issue:45491|issue:46693", "issue:45459|issue:45712", - "issue:45245|issue:45563", "issue:29127|issue:33357", - "issue:44265|issue:45198", + "issue:45245|issue:45563", "issue:43065|issue:43994", + "issue:44265|issue:45198", "issue:43065|issue:45412", "issue:43575|issue:43701", "issue:43066|issue:44462", @@ -10243,231 +10149,233 @@ "issue:43526|issue:46693", "issue:43824|issue:44279", "issue:27957|issue:29127", - "issue:43526|issue:44186", "issue:27957|issue:33290", + "issue:43526|issue:44186", "issue:43994|issue:46369", - "issue:45250|issue:46640" + "issue:45250|issue:46640", + "issue:33290|issue:34689", + "issue:43334|issue:43531" ], - "prepared_review_unit_hash": "eca47cfc5b7d94f24fdf71d6d68130c3b1022834f07fa5e118600f06b765064c", + "prepared_review_unit_hash": "a278218a5ddbeee830b70f4410b698271a7c068691dc235800886dcd126bd654", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37045, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous, with only a loose Flash Attention 2 theme appearing in a few items; I do not see any strong duplicate pairs to merge.", - "confidence": 0.27, - "canonical_issue_reason": "If a representative issue is needed, issue 46693 is the most concrete FA2-related report because it names a specific regression, version context, and affected behavior.", + "summary": "This cluster is mostly heterogeneous: tokenizer/loading, vision/segmentation, memory/OOM, and generation bugs are mixed together. There is a loose Flash Attention 2 subtheme, but the specific reports differ enough that none of the soft edges look like safe duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46640 is the broadest Flash Attention 2 umbrella in the set and is the closest thing to a representative anchor, but the surrounding issues are not one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 is the most actionable issue in the set: specific symptom, version scope, and a clear performance regression description.", + "best_issue_reason": "Issue 46640 is the closest global representative because it matches the only recurring theme (Flash Attention 2), though it still does not cover the unrelated issues in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Different components and failures: BigBird tokenizer special-token decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Unrelated regressions: LasrFeatureExtractor unsupported arg crash vs Qwen VL/video input regression." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Different code paths: executorch export failure in Gemma3n vs flash_attention integration crash on sink-less models." + "reason": "BigBirdTokenizer mask-token special-token registration bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated tokenizer paths." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Both mention failures, but one is FA2 tests and the other is an image processor segmentation-map bug; no same underlying defect." + "reason": "Flash Attention 2 test failures vs void segmentation-map processing; different subsystems and symptoms." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both involve FA2-adjacent behavior, but one is a Gemma3 NaN correctness bug and the other is a long-context performance regression." + "reason": "Gemma3 NaNs from sliding-window all-padding batches vs FA2 long-context performance regression; same broad area, different bug." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking from protobuf handling is unrelated to leftover dummy classes and repo-check failures." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Different generation/runtime issues: category-count limit error vs stale warning in paged generate()." + "reason": "Protobuf-missing tokenizer error masking vs leftover dummy classes leaking into dir(transformers); unrelated issues." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 error-message clarity vs CLIP bus error on macOS; no shared underlying bug." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization breakage." + "reason": "Category-count runtime error vs stale generate warning; different code paths and failure modes." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different models and symptoms: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 incorrect outputs." + "reason": "Sam3PixelDecoder dummy Conv2d placeholder vs SigLIP2 AutoModel/pipeline wrong outputs; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release are separate issues." + "reason": "Dummy Conv2d placeholder vs RT-DETR memory leak on deletion; different bugs." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM is unrelated to resume_from_checkpoint key mismatch." + "reason": "TP load OOM for Qwen2-57B vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading bugs." + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but not the same bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE remote-implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + "reason": "DeepseekV3MoE divergence from remote implementation vs D-FINE auxiliary-loss handling; unrelated model changes." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common is unrelated to protobuf error masking." + "reason": "Gemma 4 processor import break from mistral_common vs protobuf decode-error masking; different failure sources." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "Trailing-slash local-model import warning vs gradient-checkpointing disallowed in eval mode; unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different bugs." + "reason": "LayoutLMv3 box-validation messaging vs embedding reinitialization after resize; different code paths." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + "reason": "Special-token post-processor not updating at runtime vs Gemma3 NaNs in sliding-window batches; not the same issue." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC/memory-release issue and sam3-litetext memory overflow are different memory problems in different models." + "reason": "RT-DETR memory leak on deletion vs sam3-litetext memory overflow when called; both memory-related but distinct." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory release are unrelated." + "reason": "SigLIP2 nonsensical outputs vs RT-DETR memory leak; unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Model-load OOM with tensor parallelism is not the same as the int4 quantization CUDA reserved-memory regression." + "reason": "Qwen2 TP load OOM vs int4 quantization reserved-memory regression; both OOM-related but different causes." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is unrelated to Whisper empty-transcription failure after token alignment." + "reason": "Chunked generation inconsistency with compiled forward vs Whisper empty-transcription failure after align_special_tokens; unrelated." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatch in model inference are different bugs." + "reason": "AutoTokenizer failing to load a tokenizer vs bfloat16 dtype mismatches in inference; different bug classes." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Qwen3MoE fine-grained FP8 config failure vs Qwen3-VL weight-shape mismatch; related model family but distinct issues." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long OCR index error are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 OCR long-input index error; unrelated." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression do not share the same underlying bug." + "reason": "BeitImageProcessorFast label reduction bug vs FA2 performance regression; no shared underlying bug." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VL import is not the same as a generic dependency issue report." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs generic dependency issue; unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "FA2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated." + "reason": "XLMRoberta Flash Attention 2 support vs LayoutLMv3 error-message clarity; not the same bug." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer/image-processing bugs." + "reason": "FA2 support for XLMRoberta vs Adafactor OOM in deepspeed; unrelated." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug vs LayoutLMv2 tokenizer crash on NER padding/truncation; different code paths." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 wrong outputs and sam3-litetext memory overflow are different model-specific failures." + "reason": "SigLIP2 output corruption vs sam3-litetext memory overflow; unrelated." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are vague FA2 titles, but there is no evidence they describe the same concrete bug or change." + "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a specific performance regression; not the same concrete bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM vs Llama 3.2 Vision loading break; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing vs Qwen3-MoE sliding_window issue; same broad family but different failures and fixes." } ] }, @@ -10486,31 +10394,31 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:27957", "issue:29870", "issue:33290", - "issue:34689", "issue:35141", "issue:42175", "issue:42490", "issue:43262", "issue:43316", - "issue:43334", "issue:43381", "issue:43493", "issue:43525", - "issue:43531", + "issue:43643", "issue:43646", "issue:43720", "issue:43723", + "issue:43749", "issue:43761", "issue:43827", "issue:43873", + "issue:43931", "issue:44062", "issue:44077", "issue:44206", @@ -10522,6 +10430,7 @@ "issue:44855", "issue:44871", "issue:44898", + "issue:44913", "issue:44977", "issue:45003", "issue:45137", @@ -10540,9 +10449,7 @@ "issue:46697" ], "soft_pairs": [ - "issue:33290|issue:34689", "issue:46121|issue:46399", - "issue:43334|issue:43531", "issue:33290|issue:35141", "issue:45588|issue:45600", "issue:44514|issue:45381", @@ -10560,197 +10467,199 @@ "issue:43723|issue:45479", "issue:27957|issue:29870", "issue:43316|issue:43525", - "issue:44077|issue:44479", "issue:43493|issue:43827", + "issue:44077|issue:44479", "issue:45325|issue:46697", "issue:44062|issue:45907", "issue:43873|issue:44871", - "issue:44855|issue:45137" + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931" ], - "prepared_review_unit_hash": "f0ff92b8433b14108dfeacc9ad77140bafd8b747aa63a5e570e579820dae146f", + "prepared_review_unit_hash": "5b3924b0f668b02b91a74e25a16fa085077f51740865eec71a412a133e69d586", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35201, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "serialized_chars": 35751, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate; the items span unrelated regressions across different models, loaders, processors, and training/runtime paths. If one issue must anchor the set, #43873 is the broadest and most active, but it is not a duplicate of the others.", - "confidence": 0.94, - "canonical_issue_reason": "#43873 is the most central and actively discussed issue in the set, with inbound references and a broad runtime/quantization scope, so it is the best representative if forced to choose one.", + "summary": "This set does not look like a duplicate cluster: the issues span many unrelated subsystems and model families, with no pair appearing to describe the same underlying bug or change. All soft-edge candidates should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43873 has the strongest triage signal (open, broad impact, discussion, inbound refs) and is the most plausible representative issue among otherwise unrelated reports.", + "best_issue_reason": "issue:43873 is the most substantial standalone report here (open, detailed, multiple inbound references), so it is the best representative issue even though the overall set is not a duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Different failures: Deepspeed/Adafactor OOM vs Llama 3.2 Vision model loading regression." - }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both involve rope-related code, but one is a JSON list type error in validation and the other is a missing decorator during rotary embedding registration." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Different Qwen3 areas and symptoms: missing pad_token_id during load vs sliding_window behavior in Qwen3-MoE." + "reason": "Different failures in different areas: rope-parameter validation vs Qwen3.5 kernel registration." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Unrelated: optimizer memory blowup in Deepspeed vs embedding reinitialization after resize." + "reason": "Deepspeed/optimizer memory usage and token-embedding reinit are unrelated code paths." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention crash on s_aux=None is a different code path from stale auto_mappings references." + "reason": "Flash-attention runtime crash on sink-less models vs stale auto-mapping references; same repo area but not same bug." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding failure and the other is wrong video position ids." + "reason": "Both are Qwen2.5-VL-related, but one is batched chat-template padding and the other is video position-id computation." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different models and bugs: CLIP hidden_states output regression vs Qwen3.5-MoE CPU offload incompatibility." + "reason": "CLIPVisionModel hidden-states regression and Qwen3.5Moe CPU-offload incompatibility affect different models and mechanisms." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General custom model init breakage is not the same as a specific patchtsmixer post_init policy issue." + "reason": "Custom config loading with trust_remote_code and patchtsmixer post_init policy are separate issues." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both audio-related, but one is wrong default sampling rate and the other is an unsupported feature arg crash." + "reason": "Audio chat-template default sampling rate is unrelated to a feature-extractor center-argument crash." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to the categories limit error." + "reason": "Flash-attention generation bug and category-count limit are completely different failures." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different components and failures: recurrent cache reset vs Whisper batch_decode skipping special tokens." + "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode skip-special-token handling are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + "reason": "Tokenizer loading failure and Perceiver interpolation bug are separate model/input-processing problems." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence." + "reason": "sys.modules access bug in modeling_utils is not the same as DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning does not share the same underlying bug as Qwen3 recurrent-state reset." + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different failures." + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different code paths." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backends omission is unrelated to a missing import_utils availability helper." + "reason": "Packaging/backend selection issue and missing import_utils symbol are not the same defect." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and zero-loss single-label classification are different issues." + "reason": "AutoTokenizer loading regression and zero-loss classification behavior are unrelated." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta flash-attention support and BART generate() decoder_attention_mask bug are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and BART decoder_attention_mask assignment are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both mention config API gaps, but they affect different model families and likely different loading paths." + "reason": "Both are config-related, but they concern different models and different missing/mismatched fields." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Patchtsmixer post_init allowance is unrelated to Qwen video-input regression." + "reason": "SigLIP2 implementation drift and stale docs after pipeline removals are not the same bug." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "SigLIP2 implementation discrepancy and v5 docs still referencing pipeline() are unrelated." + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Swin2SR over-padding." + "reason": "Qwen2.5-VL rope index scaling and Swin2SR padding behavior are distinct image/video preprocessing bugs." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg conflict and list_repo_files revision forwarding are different APIs and bugs." + "reason": "Tokenizer AddedToken kwargs conflict and list_repo_files revision forwarding are unrelated API issues." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading behavior does not match the Gemma-3 eos_token_id configuration mismatch." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different problems." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque error are unrelated runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are different config-loading bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL shape mismatch are separate loading failures." } ] }, @@ -10769,10 +10678,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:16998", "issue:22355", @@ -10789,23 +10698,23 @@ "issue:43550", "issue:43575", "issue:43606", - "issue:43643", "issue:43646", "issue:43701", "issue:43716", "issue:43742", - "issue:43749", "issue:43761", "issue:43825", "issue:43931", "issue:44077", "issue:44079", + "issue:44162", "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44496", "issue:44534", + "issue:44792", "issue:44871", "issue:44913", "issue:44987", @@ -10824,15 +10733,13 @@ "issue:46821" ], "soft_pairs": [ - "issue:43643|issue:44913", - "issue:43749|issue:43931", "issue:43761|issue:44079", "issue:43316|issue:45759", "issue:43761|issue:44188", "issue:44190|issue:44496", "issue:43931|issue:45216", - "issue:44442|issue:45803", "issue:44987|issue:46178", + "issue:44442|issue:45803", "issue:42907|issue:45698", "issue:43232|issue:43388", "issue:43701|issue:46506", @@ -10852,103 +10759,92 @@ "issue:44077|issue:44534", "issue:43316|issue:46821", "issue:44871|issue:46050", + "issue:43646|issue:44913", "issue:45803|issue:46365", - "issue:43646|issue:44913" + "issue:44162|issue:44792" ], - "prepared_review_unit_hash": "d284de9cb80a777b0e6f7c4dde77415ca9be0abb0ca7ca396605dc267dd5745e", + "prepared_review_unit_hash": "4f417e5a876e9af80cf3efa5887771b54ac56241ef265e9ccf10ccd9429e15da", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36566, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "soft_pair_count": 29, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not contain any strong duplicate pair. Most items are distinct model-loading, generation, config, or environment bugs with only superficial overlap in keywords.", - "confidence": 0.32, - "canonical_issue_reason": "issue:45698 is the best anchor because it is the most active open issue and concerns a broad save/load deserialization regression around custom modules, which is a common and recurring class of transformer bug.", + "summary": "This set is a grab-bag of mostly unrelated Transformers issues. Several pairs share broad themes like save/load regressions, config mismatches, or v5 behavior changes, but none look like the same concrete bug or patchable in one PR. No pull requests are present; issue 45698 is the broadest representative of the save/load regression theme.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45698 is the most general and reusable user-facing bug here: custom module resolution breaks after save_pretrained/from_pretrained, which is a broader serialization/load-path regression than the other specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest global issue candidate: open, well-discussed, and broadly impactful. Even though the cluster is mixed, this is the most representative issue for a central serialization/loading problem.", + "best_issue_reason": "issue:45698 has the broadest scope, clear reproduction impact, and the strongest representation of a recurring save/load class of failures among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Both involve config reload behavior, but one is missing fields with trust_remote_code and the other is rotary_pct resetting on GPTNeoX reload; different models and different failure modes." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "Both are model loading failures, but one is FSDP RAM-efficient loading and the other is Qwen3-VL weight-shape mismatch; not the same underlying bug." - }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is CLIPVisionModel failing to return hidden_states, the other is ModelOutput key assignment when a value was previously None; related to outputs but different code paths." + "reason": "Different failures: CLIPVision hidden_states regression vs ModelOutput key assignment bug." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both touch composite config API behavior, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + "reason": "Both are config/API issues, but one is Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config unwrapping multimodal text_config; different code paths." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different problems: missing hidden_states vs divergent attention kernels under torch.compile." + "reason": "Hidden_states regression and torch.compile attention-kernel divergence are unrelated bugs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "One is a local dataset loading issue in a training script, the other is an unrecognized model/config error; unrelated failures." + "reason": "Local dataset loading failure and unrecognized model/config.json error are unrelated." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen VL models, but one is a load-time shape mismatch and the other is a save_pretrained regression; not the same bug." + "reason": "Both involve Qwen/VL loading or saving, but one is weight-shape mismatch on load and the other is a save_pretrained checkpoint regression; not the same bug." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Tokenizer loading failure vs a bare-except bug in Fuyu tensor conversion; different subsystems and symptoms." + "reason": "Different dependency/import failures: kernels backend loading vs missing BACKENDS_MAPPING entry for tensorflow_text." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "One is a version-specific model loading regression, the other is a backend mapping error for tensorflow_text; unrelated root causes." + "reason": "Tokenizer loading failure and Fuyu tensor-conversion exception-swallowing are different issues." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both mention save/load workflows, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained; different underlying issues." + "reason": "Both are save/load related, but one is dequantized model saving and the other is custom-module resolution after reload; distinct failure modes." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs synchronization and metric gathering with tuple labels are separate training/runtime bugs." + "reason": "Generation kwarg sync after sync_gpus and gather_for_metrics label dropping are unrelated trainer/generation bugs." }, { "left": "issue:43701", @@ -10960,103 +10856,115 @@ "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both involve parallelism/loading, but one is a script execution problem and the other is tensor-parallel OOM on a large model." + "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different issues." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a Trainer GPU broadcast TypeError are different layers and failures." + "reason": "Flash Attention 2 support and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA divergence is unrelated to resume_from_checkpoint key mismatches." + "reason": "torch.compile SDPA failure and resume_from_checkpoint key mismatch do not share the same code path." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel load and a key error loading MobileLLM are both loading issues, but they are not the same defect." + "reason": "TP OOM while loading Qwen2-57B and key error loading MobileLLM-125M are different loading bugs." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a distinct runtime bug from checkpoint resume key mismatches." + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output shape change is unrelated to a missing PyTorch installation/import error." + "reason": "Pipeline top_k output nesting and missing PyTorch dependency are unrelated." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "One is a missing availability helper in import_utils, the other is a pipelines import failure due to kernels version/revision requirements; same area but different bugs." + "reason": "Both touch import helpers, but one is a missing availability helper and the other is a pipelines import failure due to kernels version requirements." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "A regression in processor/tokenizer usage is not the same as a pipeline error message that incorrectly mentions unsupported translation tasks." + "reason": "Custom processor/tokenizer regression and translation-task error-message regression are different bugs." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length confusion and a missing transformers.onnx module are unrelated." + "reason": "DeBERTa model_max_length question and transformers.onnx import error are unrelated." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation, but one is inconsistent outputs with compiled forward while the other is spurious recompilation from cache lazy initialization." + "reason": "Compiled-forward output inconsistency and chunked-prefill recompilation are related only loosely; they are not the same concrete bug." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are different model behaviors and failure modes." + "reason": "Both are v5 regression reports, but one is processor/tokenizer behavior and the other is eos_token_id config mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id config mismatch and Whisper empty transcription after align_special_tokens are unrelated issues." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct multimodal model bugs." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different multimodal bugs." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is about patchtsmixer post_init validation, the other about non-persistent buffers being filled with junk in v5; different fixes." + "reason": "patchtsmixer post_init validation and non-persistent buffer initialization are unrelated." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Gemma3TextConfig API differences and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma3TextConfig discrepancy and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id inconsistency is not the same as sinq quantized model save/load corruption." + "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are different serialization/config issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload reset are distinct regressions." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import failing until datasets is uninstalled are unrelated." + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure until uninstalling datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus generate-images test failure are unrelated." } ] }, @@ -11078,7 +10986,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:35141", "issue:41950", @@ -11099,7 +11007,6 @@ "issue:43673", "issue:43688", "issue:43761", - "issue:44162", "issue:44190", "issue:44496", "issue:44514", @@ -11130,11 +11037,10 @@ "issue:46832" ], "soft_pairs": [ - "issue:44162|issue:44792", "issue:43452|issue:44496", "issue:43404|issue:43441", - "issue:45803|issue:46170", "issue:45632|issue:46424", + "issue:45803|issue:46170", "issue:44610|issue:46369", "issue:43650|issue:46202", "issue:43761|issue:46832", @@ -11144,10 +11050,10 @@ "issue:43572|issue:46178", "issue:43065|issue:44617", "issue:43352|issue:46640", - "issue:44792|issue:45600", "issue:43388|issue:43688", - "issue:44792|issue:44977", + "issue:44792|issue:45600", "issue:45127|issue:45200", + "issue:44792|issue:44977", "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:44190|issue:44964", @@ -11156,184 +11062,178 @@ "issue:44534|issue:44913", "issue:35141|issue:42490" ], - "prepared_review_unit_hash": "0094965b64422a8665a1985479fa11063e1a249b6e51cfab2a7a5adeda38ce3b", + "prepared_review_unit_hash": "5b25ef2bc92b9aaf5051877574b45d7229b2717e53b7d94d7aa949f329b26131", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35177, - "estimated_input_tokens": 8795, - "estimated_eval_tokens": 17846 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34320, + "estimated_input_tokens": 8580, + "estimated_eval_tokens": 17416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the items cover unrelated bugs across model loading, processors, cache handling, flash-attention, and configuration serialization. I do not see any soft pair that looks like the same underlying issue, so none should be merged as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45698 is the strongest representative anchor: it has the richest discussion, inbound references, and centers on a broadly relevant from_pretrained/save_pretrained loading path.", + "summary": "The set is heterogeneous: the soft-similarity pairs mostly share broad Transformers themes but not the same concrete bug or code path. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45698 is the strongest standalone representative here because it has the most discussion/inbound references and a clearly actionable user-facing regression, but this is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best standalone issue to anchor this cluster because it has the clearest user impact and the most active follow-up in the set.", + "best_issue_reason": "Issue 45698 is the best global issue candidate on signal/impact, though the rest of the items are largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "Different models and failures: ESM2 runtime breakage vs a Janus test failure." - }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both involve loading, but one is a gguf_file regression and the other is missing model_type in config.json; different root causes." + "reason": "Different failures: gguf_file loader regression vs unrecognized-model/config loading error." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight-tying bug vs FlashAttention support failure; not the same code-path problem." + "reason": "One is tied-weight/lm_head initialization; the other is Flash Attention support gating for a different model." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Unrelated areas: Fuyu tensor conversion exception handling vs Windows/ROCm torch.distributed import issues." + "reason": "Cache path collision for trust_remote_code is unrelated to max_cache_length handling in cache config." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Cache path collision for local models is unrelated to max_cache_length behavior in cache config." + "reason": "Bare except in Fuyu tensor conversion is unrelated to Windows ROCm / torch.distributed import dependency." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different SAM3 problems: image size mismatch vs memory overflow." + "reason": "Processor input-size mismatch is not the same as SAM3 LiteText memory overflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No shared bug: placeholder title vs Gemma tokenization roundtrip failure." + "reason": "Placeholder data request vs Gemma pipeline roundtrip/tokenization failure are unrelated." }, { "left": "issue:43761", "right": "issue:46832", "accept": false, - "reason": "CLIP hidden_states regression and RT-DETR feature-level mismatch are different model-forward issues." + "reason": "CLIPVision hidden_states regression and RT-DETR feature-level TypeError are different code paths." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different multimodal processors and failure modes; not the same underlying bug." + "reason": "Qwen3OmniMoe video-input processing bug is distinct from Qwen2_5_VLProcessor batched chat template padding crash." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both touch loading, but this is a legacy-field preset load failure, not the custom-module misload after save_pretrained." + "reason": "Legacy field loading in BEiT preset is not the same as saving/loading the wrong custom module." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing import_utils helper." + "reason": "TensorBoard-without-TF backend setup issue is unrelated to a missing import_utils availability helper." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm config regression and BACKENDS_MAPPING validation error are different configuration/backend issues." + "reason": "StableLm pad_token_idx regression is unrelated to tensorflow_text backend mapping." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same broad SAM3 family, but dummy Conv2d and CUDA OOM are not the same defect." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 video OOM are different problems." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention, but the model/support context differs; not mergeable as one fix." - }, - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "Janus image-generation test failure is unrelated to auto_mappings CI breakage from removed configs." + "reason": "Explicit unsupported FlashAttention2 error for Nemotron is not the same as a generic Flash Attention issue." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering drops labels; auxiliary-loss normalization is a separate training-loss bug." + "reason": "Metric-gather label truncation and auxiliary-loss normalization affect different subsystems." }, { "left": "issue:44792", - "right": "issue:44977", + "right": "issue:45600", "accept": false, - "reason": "Different models and symptoms: Janus test failure vs Qwen3.5 FlashAttention generation issue." + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references for Sam3LiteText." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with extended vocab and Gemma mm_token_type_ids are unrelated model-behavior bugs." + "reason": "LoRA merge with extended vocabulary/tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 FlashAttention generation bug are different issues." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state handling, but GenerationMixin chunked_prefill cache loss is different from Qwen3 recurrent-state reset." + "reason": "Chunked-prefill cache missing in GenerationMixin differs from recurrent-state reset in modular_qwen3_5." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor selection bug vs missing fpn_position_embeddings attribute in SAM3 video output." + "reason": "Video-classification processor selection bug is unrelated to missing fpn_position_embeddings on Sam3VisionEncoderOutput." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script failure and Phi-4 multimodal model load failure are unrelated." + "reason": "Local dataset loading script issue is unrelated to loading Phi-4 multimodal models." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id in Llama4Config is not the same as Qwen3-MoE sliding_window behavior." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different serve failures: KV-cache tensor indexing vs Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoX rotary_pct reload regression." + "reason": "Non-persistent buffer junk-fill regression is distinct from GPTNeoX rotary_pct reload behavior." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit on resize and trailing-slash local-path import warning are unrelated." + "reason": "Embedding reinitialization after resize is unrelated to the trailing-slash local model import warning." } ] }, @@ -11355,7 +11255,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:25251", "issue:27957", @@ -11365,6 +11265,7 @@ "issue:41720", "issue:43065", "issue:43335", + "issue:43526", "issue:43550", "issue:43644", "issue:43673", @@ -11407,8 +11308,8 @@ ], "soft_pairs": [ "issue:46082|issue:46697", - "issue:44869|issue:46832", "issue:45632|issue:46617", + "issue:44869|issue:46832", "issue:45245|issue:46858", "issue:43673|issue:46421", "issue:44855|issue:45588", @@ -11417,14 +11318,14 @@ "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:43644|issue:44913", - "issue:45563|issue:45584", "issue:44933|issue:45362", + "issue:45563|issue:45584", "issue:25251|issue:27957", "issue:43976|issue:44855", - "issue:44077|issue:44877", - "issue:45381|issue:46369", "issue:44479|issue:44734", + "issue:45381|issue:46369", "issue:43550|issue:44190", + "issue:44077|issue:44877", "issue:41720|issue:45245", "issue:43335|issue:44190", "issue:43065|issue:44610", @@ -11432,198 +11333,212 @@ "issue:45381|issue:46655", "issue:39692|issue:44190", "issue:45127|issue:45357", - "issue:44112|issue:45600" + "issue:44112|issue:45600", + "issue:43526|issue:46697", + "issue:44617|issue:46369" ], - "prepared_review_unit_hash": "742367b4c2ad40151fe1c1330c68502e3828e3659c703812d26b4bceb35fc1e0", + "prepared_review_unit_hash": "bf10eb3b404474bfc30ae836bd6b4d013105e2481f07282a42617c5abeb9e0a0", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35355, - "estimated_input_tokens": 8839, - "estimated_eval_tokens": 17934 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft links are false positives: they share broad subsystems at most, but each pair describes a different concrete bug, regression, or doc/CI issue. No duplicate cluster emerges and there is no PR evidence to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and none of the soft pairs appear to be the same underlying bug.", + "summary": "This cluster is highly heterogeneous: the soft pairs share broad subsystem words at best, but not the same underlying bug or fix. I would reject all proposed duplicates and treat the issues as separate reports.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the candidate set spans unrelated models, cache/generation bugs, config issues, docs, and CI failures.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Different bugs in different subsystems: LlamaConfig head_dim validation vs Swin2SR image over-padding." + "reason": "Different bugs in different areas: LlamaConfig head_dim validation vs Swin2SR image padding." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Whisper word-timestamp decoding crash is unrelated to RT-DETR backbone/feature-level handling." + "reason": "Both involve trust_remote_code caching, but one is a leaf-directory path collision and the other is a FileNotFoundError on cache load." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Both involve trust_remote_code caching, but one is a leaf-directory cache collision and the other is a missing-file cache load failure." + "reason": "Whisper trailing-token decode crash is unrelated to RT-DETR feature-level mismatch in forward()." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category cardinality overflow is unrelated to cache.get_seq_length() returning a device tensor." + "reason": "Category-count limit error and cache seq-length device-tensor arithmetic are unrelated failures." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation." + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache and the other is lazy cache init causing recompilation." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model has no relation to the flash_attention s_aux=None crash." + "reason": "Python 3.13 torch.jit parsing bug is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading/config bugs." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() after removals is not the same as SigLIP2 producing wrong outputs with AutoModel/pipeline." + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() decoder_attention_mask scope error is unrelated to embedding reinitialization after resize." + "reason": "Bart generate decoder mask bug and output-embedding reinitialization after resize are separate code paths." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are different symptoms and code paths." + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Generic non-persistent buffer junk in v5.0.0 is not the same as GPTNeoXConfig rotary_pct resetting on reload." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "A stale num_return_sequences warning is unrelated to Whisper generation failing on empty transcription." + "reason": "Nonexistent image_utils import and Qwen3.5 chat crash do not describe the same bug." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "A missing import from image_utils is not the same as Qwen3.5 chat crashing." + "reason": "Paged generate warning for num_return_sequences is unrelated to Whisper align_special_tokens generation failure." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support issue are unrelated." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "These are different Python-version compatibility failures with different root causes." + "reason": "These are both Python-version issues, but one is a package compatibility regression and the other is a JIT parsing/IndentationError in a model file." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "patchtsmixer post_init policy and granite_speech strict-config loading are unrelated issues." + "reason": "Video-input regression for Qwen VL models is not the same as serve KV-cache continuation tensor-indexing crash." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different bugs." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input and Sam3LiteText memory overflow are different failures." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "A video-input regression in Qwen models is not the same as serve KV-cache continuation tensor indexing." + "reason": "torch.compile+SDPA model failure is unrelated to local dataset loading in the image classification script." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in the training script." + "reason": "Optional post_init enforcement and strict config loading for granite_speech are distinct config issues." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and the 2^24 category limit are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and category-count overflow have no shared underlying cause." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to loading a local dataset." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to dataset loading in a training script." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different model/processor bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/processor problems." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency under compile is unrelated to a stale warning about num_return_sequences." + "reason": "Compiled-forward chunked generation inconsistency is not the same as the stale paged-generate warning." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing issues, but they affect different models and different preprocessing bugs." + "reason": "Both are video-related, but Qwen2.5-VL vision_position_ids and SmolVLM padding are separate bugs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs example errors and local dataset loading failure are unrelated." + "reason": "SigLIP2 docs-example errors are unrelated to the local dataset loading failure." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary is not the same as incorrect visual encoder keys on save_pretrained." + "reason": "LoRA merge collapse with extended vocab and incorrect visual-encoder save keys are different save/merge bugs." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Two CI failures in different areas; they do not share the same underlying bug." + "reason": "CI failures in GraniteSpeech and Sam3LiteText auto_mappings arise from different code changes." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT label reduction bug and Swin2SR over-padding are different image-processor issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3, but video-model OOM and Sam3LiteText memory overflow are not the same underlying bug." } ] }, @@ -11645,20 +11560,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:25251", "issue:27957", "issue:29870", + "issue:32090", "issue:35141", "issue:36246", + "issue:38617", "issue:41628", "issue:42175", "issue:42796", "issue:43295", "issue:43404", "issue:43479", - "issue:43526", "issue:43540", "issue:43643", "issue:43673", @@ -11666,10 +11582,10 @@ "issue:44112", "issue:44246", "issue:44279", + "issue:44295", "issue:44462", "issue:44496", "issue:44521", - "issue:44617", "issue:44734", "issue:44737", "issue:44779", @@ -11690,22 +11606,19 @@ "issue:46082", "issue:46121", "issue:46234", - "issue:46369", "issue:46489", - "issue:46697", + "issue:46506", "issue:46752", "issue:46858" ], "soft_pairs": [ "issue:44779|issue:46489", - "issue:43526|issue:46697", - "issue:44617|issue:46369", "issue:43295|issue:45276", "issue:45290|issue:46752", "issue:43540|issue:44734", "issue:44737|issue:45803", - "issue:44521|issue:45381", "issue:44462|issue:45907", + "issue:44521|issue:45381", "issue:45276|issue:45584", "issue:44938|issue:45542", "issue:25251|issue:29870", @@ -11722,168 +11635,159 @@ "issue:42796|issue:44521", "issue:36246|issue:41628", "issue:43404|issue:45216", - "issue:43479|issue:45375" + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "d5fb6826f15bc76bc9e939eb69b9473284ecefcf47b27332693055784cb9d5d1", + "prepared_review_unit_hash": "833682d4c85c4e4c476018b52f8b99a1e7678240916f037144bb335a8f7db346", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35856, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "soft_pair_count": 27, + "serialized_chars": 36200, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft edges are driven by broad lexical similarity (tokenizers, multimodal chat templates, cache, config/import issues) rather than the same concrete bug. I would not merge any of the proposed soft pairs; issue 44964 is the most central representative only because it appears in multiple loose model-loading similarities.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44964 is the most connected node among the listed similarities and is a concrete, user-facing model-loading regression, but it should be treated as only a weak canonical representative because the surrounding issues are not true duplicates.", + "summary": "This set is mostly heterogeneous and not a duplicate cluster. I only see one plausible duplicate pair: the DeepSeek tokenizer regression reports. The rest are distinct bugs across different models, APIs, or packaging paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46489 is the most specific and actionable report in the only clear duplicate pair; it narrows the DeepSeek tokenizer regression to DeepSeek-Coder v1 and explicitly links it to a gap in PR #44801's fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the best single issue to anchor this cluster if one must be chosen: it is specific, externally visible, and sits at the center of the loose similarity graph. The cluster as a whole is still not a coherent duplicate set.", + "best_issue_reason": "issue:44521 is the most active and broadly referenced issue in the set, with wider multimodal chat-template impact and stronger representative value than the other isolated model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Related tokenizer family, but not the same concrete bug: one is a broad DeepSeek tokenizer regression, the other is a specific DeepSeek-Coder v1 gap in an earlier fix." - }, - { - "left": "issue:43526", - "right": "issue:46697", - "accept": false, - "reason": "Both are image-processor bugs, but they affect different models and different code paths (label reduction vs over-padding)." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Different model families and symptoms: one is a Sam3Video OOM, the other is a Sam3-lite-text memory overflow." + "accept": true, + "reason": "Same DeepSeek tokenizer regression on transformers v5+; 46489 is a more specific restatement of the same bug and references the prior fix gap." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "These are unrelated regressions: processor/tokenizer access in multimodal code versus Gemma4 embedding resizing behavior." + "reason": "Different code paths: processor/tokenizer multimodal regression vs Gemma4 embedding-resize propagation bug." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both involve apply_chat_template, but the triggers differ materially: tool-call assistant messages vs an empty input list." + "reason": "Both are apply_chat_template crashes, but one is tool-call/no-content handling and the other is empty-list input; not the same bug." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + "reason": "Qwen3OmniMoe video-input validation error vs transformers serve KV-cache continuation tensor indexing; unrelated failures." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "One is a device-placement performance bug in XLNet; the other is an exception-handling bug in FuyuBatchFeature." + "reason": "XLNet CPU allocation bug and Fuyu's bare-except error swallowing are unrelated code-path issues." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Both are multimodal/chat-template related, but one is assistant-mask generation and the other is Qwen2.5-VL video position IDs." + "reason": "Tokenizer file resolution vs list_repo_files revision forwarding; different APIs and failure modes." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Different APIs and failures: tokenizer file selection versus repo-file listing with revision forwarding." + "reason": "Both touch multimodal chat handling, but one is assistant mask generation and the other is vision_position_ids; different concrete bugs." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated model-specific bugs: Gemma4 resizing embeddings versus Whisper empty-transcription generation." + "reason": "Embedding resize state propagation vs Whisper empty-transcription generation failure; not the same underlying issue." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both are import/setup issues, but they concern different environments and root causes." + "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are separate dependency problems." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "No shared bug: a pipeline output shape change versus a Bart generate() local-variable error." + "reason": "Pipeline top_k nesting bug and Bart generate UnboundLocalError are unrelated." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is a device-tensor arithmetic bug in _prefill." + "reason": "Both involve cache, but one is missing GenerationMixin cache in v5 chunked_prefill and the other is device-tensor seq_length arithmetic on non-CUDA static cache." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Different problems: trust_remote_code cache-path collisions versus a missing import-utils availability helper." + "reason": "trust_remote_code cache-path collision vs missing import_utils symbol; unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading issues, but they are for different models with different failure surfaces." + "reason": "Different model-load failures for GLM-4.7-Flash and Phi-4-multimodal; no shared bug." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance and sys.modules safety are distinct issues, not the same bug." + "reason": "Import slowness and unsafe sys.modules access may be related at a high level, but they are not the same concrete bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both affect model loading/CI, but they target different models and different broken metadata/mapping paths." + "reason": "Phi-4-multimodal load failure vs auto_mappings CI break from removed Sam3LiteText references; different failures." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Related to configuration loading, but one is trust_remote_code field loss and the other is an unrecognized model_type/config.json problem." + "reason": "trust_remote_code config field loss vs unrecognized model/config.json error; different config-loading bugs." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4-multimodal model loading." + "reason": "GraniteSpeech CI test instability is unrelated to Phi-4-multimodal loading." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different topics entirely: Flash Attention support versus embedding reinitialization after resizing." + "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize are unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are validation/config issues, but they involve different parameters and different validation code paths." + "reason": "Llama head_dim validation and rope-parameter JSON list handling are distinct validation bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging/dependency complaints, but not the same dependency or installation path." + "reason": "Packaging/backend selection for torch extras vs a generic dependency issue; not the same bug." }, { "left": "issue:42796", @@ -11895,26 +11799,47 @@ "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different failure causes." + "reason": "Missing Qwen2_5_VLImageProcessor export from a submodule and missing top-level AutoImageProcessor import are different missing-symbol issues." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model regressions: tied weights in Mistral3 versus save_pretrained correctness in Qwen3.5." + "reason": "Mistral3 tied-weight bug vs Qwen3.5 save_pretrained regression; different models and code paths." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they concern different models and different missing/default fields." + "reason": "Different multimodal config bugs: default subconfig initialization vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Image-processor import error vs missing layer_type_validation export; unrelated symbols." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Distributed broadcast NoneType error and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer position_ids access bug vs CPU/CUDA numerical divergence in PPDocLayoutV3; different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The DeepSeek tokenizer pair (44779/46489) is the only clearly supported duplicate-like pair, and the other rejected pairs are explained with concrete differences rather than broad similarity claims. The representative issue choice is also defensible from the activity/reference signals in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11926,15 +11851,11 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ - "issue:32090", - "issue:35141", - "issue:36246", - "issue:38617", "issue:41950", "issue:42907", "issue:43295", @@ -11950,14 +11871,16 @@ "issue:43976", "issue:44016", "issue:44062", + "issue:44075", "issue:44220", "issue:44279", - "issue:44295", "issue:44327", "issue:44336", + "issue:44368", "issue:44496", "issue:44521", "issue:44683", + "issue:44779", "issue:44792", "issue:44933", "issue:44987", @@ -11965,14 +11888,17 @@ "issue:45083", "issue:45216", "issue:45335", + "issue:45405", "issue:45446", "issue:45584", "issue:45588", "issue:45593", "issue:45600", "issue:45759", + "issue:46082", "issue:46123", "issue:46369", + "issue:46399", "issue:46424", "issue:46506", "issue:46515", @@ -11980,9 +11906,6 @@ "issue:46752" ], "soft_pairs": [ - "issue:36246|issue:38617", - "issue:32090|issue:35141", - "issue:44295|issue:46506", "issue:43531|issue:45600", "issue:41950|issue:44016", "issue:43673|issue:46424", @@ -11992,9 +11915,9 @@ "issue:43295|issue:45335", "issue:42907|issue:43441", "issue:45083|issue:46506", - "issue:43381|issue:45593", "issue:44683|issue:45446", "issue:43526|issue:43901", + "issue:43381|issue:45593", "issue:43976|issue:44279", "issue:44496|issue:45042", "issue:43901|issue:44496", @@ -12005,220 +11928,230 @@ "issue:44016|issue:44062", "issue:43824|issue:44933", "issue:44521|issue:46693", - "issue:44327|issue:46752", "issue:46123|issue:46369", + "issue:44327|issue:46752", "issue:44279|issue:46515", "issue:43299|issue:45216", - "issue:45335|issue:45584" + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368" ], - "prepared_review_unit_hash": "b310d369f4a4dc407936b0508177da78897a82755ba245a1294e946c783dc094", + "prepared_review_unit_hash": "5caf2b7ffe43381b4b4b9383f556ff1b097663011dbf3139b11e55dc751e760f", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36068, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across different Transformers subsystems; none of the soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44521 is the strongest representative to keep: it is open, has substantial discussion/inbound references, and tracks a concrete multimodal `apply_chat_template` bug with clear user impact.", + "summary": "This cluster is a broad mix of unrelated Transformers issues rather than one duplicate family. None of the soft pairs look like the same underlying bug/change, so all should be rejected; `issue:44521` is the best representative anchor because it has the strongest user-impact signal and references.", + "confidence": 0.84, + "canonical_issue_reason": "`issue:44521` is the clearest high-signal item in the set: an active multimodal `apply_chat_template` regression with multiple inbound references and discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single issue candidate overall because it is active, well-scoped, and more central than the niche regression/import-error reports in this set.", + "best_issue_reason": "`issue:44521` is the best cluster anchor because it is well-discussed, externally referenced, and represents a concrete, user-facing bug more cleanly than the other scattered issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules (`Qwen2_5_VLImageProcessor` vs `layer_type_validation`)." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Completely different problems: trainer GPU broadcast `NoneType` error vs token embedding reinit after resize." - }, - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "Different bugs and code paths: `position_ids` buffer access vs CPU/CUDA output mismatch in PPDocLayoutV3." - }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "One is a Qwen3-MoE sliding-window bug; the other is a stale `auto_mappings.py` reference to removed Sam3LiteText configs." + "reason": "Different bugs and code paths: Qwen3-MoE `sliding_window` behavior vs stale `auto_mappings` entries for Sam3LiteText." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup bug vs a notebook syntax error; no shared underlying defect." + "reason": "Unrelated issues: video-classification processor lookup vs a notebook syntax error." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing generation cache in chunked prefill and the other is about `max_cache_length` only applying to quantized cache." + "reason": "Both mention cache, but one is chunked-prefill `GenerationMixin` cache absence and the other is `max_cache_length` handling for quantized cache only." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No meaningful overlap: a nonsensical issue title vs an audio feature-extraction helper problem." + "reason": "No shared underlying bug: one is a placeholder/data request, the other is a specific fbank feature extraction error." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility failure vs loading a specific `physical-intelligence/fast` model; different root causes." + "reason": "Different failures: Python version compatibility vs loading a specific model repository." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction failure are unrelated." + "reason": "Notebook syntax issue and audio feature-extraction bug are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different model behaviors: processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`." + "reason": "Separate regressions: processor/tokenizer multimodal behavior vs `resize_token_embeddings` not updating decoder embeddings." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral, but one is saving dequantized weights and the other is a FlashAttention runtime failure; not the same bug." + "reason": "Both involve Ministral, but one is save/export of dequantized weights and the other is a FlashAttention runtime failure." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Helper length computation in qwen3_omni_moe vs divergent CPU/CUDA results in a different model." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different subsystems and symptoms: Qwen3 Omni MoE helper output lengths vs PPDocLayoutV3 CPU/CUDA mismatch." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is an import version-check bug for AuxRequest." + "reason": "Both are in flex_attention, but one is compiled flex_attention failing on torch>=2.9 and the other is a version-check/import bug for AuxRequest." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Different areas: BEiT image processor label reduction vs text-classification docs mismatch." + "reason": "Unrelated: BeitImageProcessorFast label reduction bug vs documentation mismatch for text-classification pipeline behavior." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different model/runtime behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary-loss handling." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python support regression is not the same as a vague dependency issue." + "reason": "No duplicate signal: Python support regression vs a generic dependency issue report." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config loading vs PIL image processors incorrectly requiring torchvision; separate failures." + "reason": "Distinct problems: unrecognized model config vs image processors incorrectly requiring torchvision." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch and model-loading error are unrelated." + "reason": "Docs/behavior mismatch in text classification is unrelated to model-config loading failure." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache handling in generation vs ANSI color output in loading_report; no shared bug." + "reason": "Cache semantics bug and ANSI-color logging bug are different code paths." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A failing Janus image-generation test is not the same issue as cache length configuration." + "reason": "Different areas: janus image-generation test failure vs cache length configuration behavior." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both are config/model-loading related, but one lacks `model_type` and the other fails to unwrap `text_config`; different code paths." + "reason": "Unrecognized model type vs composite Qwen config unwrapping are separate loading issues." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention/Ministral-like context, but the concrete failures differ and do not clearly share one fix." + "reason": "Different flash-attention problems: Ministral-3 FlashAttention failure vs sink-less-model `s_aux=None` crash." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs duplicate `special` keyword in `AddedToken`; unrelated." + "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Importing a Qwen2.5-VL model class and a nonexistent `image_utils` symbol are separate import issues." + "reason": "Both are import-related, but one is missing `Qwen2_5_VLForConditionalGeneration` export and the other is a nonexistent `image_utils` import." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "`apply_chat_template` assistant-mask bug and FA2 long-context performance regression are different behaviors and fixes." + "reason": "Different bug classes: multimodal assistant-mask generation vs long-context FA2 performance regression." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "QA span decoding `top_k` bounds error vs empty-list `apply_chat_template` crash; unrelated paths." + "reason": "Partial-batch result dropping and SAM3 LiteText memory overflow are unrelated." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Partial-batch handling in MaskGenerationPipeline vs memory overflow in sam3-litetext; different problems." + "reason": "Different pipeline failures: QA span decoding top-k bounds vs empty-list chat-template crash." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "General dependency issue vs torch 2.4.1 incompatibility; too vague to be duplicates." + "reason": "Generic dependency complaint vs torch 2.4.1 incompatibility are not the same concrete bug." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE model loading regression and Qwen3.5 save_pretrained corruption are distinct bugs." + "reason": "Separate regressions: Qwen3VL MoE loading vs incorrect checkpoint saving for Qwen3.5 since 5.4.0." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token embedding resize issue vs Whisper empty-transcription generation failure after special-token alignment; not the same underlying defect." + "reason": "Different code paths: token-embedding resize propagation vs Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model/config issues: LlamaConfig head_dim validation vs `apply_rotary_pos_emb` registration crash under `use_kernels=True`." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency issue report and unreleased PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor/tokenizer multimodal access vs Deepseek tokenizer output changes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer argument handling and Qwen3.5 tie-word-embeddings warnings are unrelated." } ] }, @@ -12237,17 +12170,16 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:33290", "issue:39692", "issue:41950", "issue:42796", "issue:42994", - "issue:43295", "issue:43299", "issue:43317", "issue:43441", @@ -12260,24 +12192,25 @@ "issue:43901", "issue:43976", "issue:44016", - "issue:44075", "issue:44242", - "issue:44279", "issue:44291", "issue:44351", "issue:44361", - "issue:44368", "issue:44462", "issue:44466", + "issue:44623", "issue:44683", + "issue:44749", "issue:44779", "issue:45020", "issue:45081", + "issue:45103", "issue:45200", "issue:45216", "issue:45276", "issue:45278", "issue:45357", + "issue:45372", "issue:45405", "issue:45542", "issue:45593", @@ -12288,22 +12221,17 @@ "issue:45907", "issue:46082", "issue:46209", - "issue:46399", "issue:46512" ], - "soft_pairs": [ - "issue:46082|issue:46399", - "issue:44279|issue:45405", - "issue:43295|issue:44779", - "issue:44075|issue:44368", + "soft_pairs": [ "issue:39692|issue:43901", "issue:46082|issue:46512", "issue:43976|issue:45405", "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:42796|issue:43650", - "issue:44779|issue:45812", "issue:43299|issue:45357", + "issue:44779|issue:45812", "issue:41950|issue:45020", "issue:43479|issue:43525", "issue:43299|issue:43854", @@ -12319,204 +12247,194 @@ "issue:43441|issue:45834", "issue:33290|issue:45656", "issue:45081|issue:45907", - "issue:42994|issue:43317" + "issue:42994|issue:43317", + "issue:45103|issue:45372", + "issue:44623|issue:44749" ], - "prepared_review_unit_hash": "38a8a0af5cc1134e1e0ae475fac12a299ee77e9041e0bec8a88e442cba327f2a", + "prepared_review_unit_hash": "a0c3c88cc3dbefa8f11238f7d9e58205689d1e7d2715d53f00dd116fb5bb0e6e", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36108, - "estimated_input_tokens": 9027, - "estimated_eval_tokens": 18310 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35009, + "estimated_input_tokens": 8753, + "estimated_eval_tokens": 17762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it contains unrelated bugs across tokenizers, model loading, docs, optimization, and version regressions. None of the soft pairs look like the same underlying issue, so I would not deduplicate any of them together.", + "summary": "These are mostly unrelated transformer bugs across models, tokenizers, saving/loading, pipelines, and CI. None of the soft-paired issues look like the same underlying defect, so all candidate duplicate links should be rejected.", "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate stands out: these issues span distinct code paths and failure modes, so they should remain separate tickets.", + "canonical_issue_reason": "No single canonical issue: the items span distinct model families and failure modes (tokenization, loading, serialization, pipelines, docs, CI, and optimizer behavior).", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must serve as the broadest umbrella, issue 45020 is the most cross-cutting regression report, but it still does not actually cover the other bugs.", + "best_issue_reason": "No global best issue fits this cluster; there is no one bug that subsumes the others, and the titles/body themes are too heterogeneous for duplicate consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "Different failures: config validation for Llama head_dim vs Qwen3.5 kernel registration error." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Unrelated dependency problems: generic transformers dependency issue vs an overly high PEFT version pin." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer-related regressions, but one is processor/tokenizer image handling and the other is Deepseek token ID correctness." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "Optimizer args not being used is unrelated to a warning about tie_word_embeddings in Qwen fine-tuning." - }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Documentation example errors for SigLIP2 do not match a TextClassificationPipeline docs mismatch about return_all_scores." + "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; both are docs-related but describe different APIs and failures." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Both concern config values, but one is invalid head_dim rejection and the other is stale config.dtype after from_config." + "reason": "LlamaConfig head_dim validation vs from_config dtype/config drift are different configuration bugs with different code paths." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility regression is unrelated to a PEFT minimum-version bump." + "reason": "Python version compatibility failure vs PEFT minimum-version bump are unrelated dependency issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation on load is a different code path from Qwen3.5 save_pretrained serialization bugs." + "reason": "Blip2 dtype not propagating vs Qwen3.5 save_pretrained regression are separate model-specific serialization/dtype bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Importing HybridCache is a specific symbol export issue, while the other report is a broad set of import errors after upgrade." + "reason": "HybridCache import error and many import errors after upgrade are too broad to be the same concrete defect." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to the vague 'ADD THE DATA' report." + "reason": "Tokenizer BPE marker handling is unrelated to the placeholder title \"ADD THE DATA\"; no shared bug is evident." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Deepseek tokenizer regression is a model-specific tokenizer bug, not the Granite AutoTokenizer ID regression." + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 visual encoder save keys are distinct model regressions." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Both mention Qwen3.5, but one is a model loading regression and the other is incorrect checkpoint serialization on save." + "reason": "Deepseek tokenizer incorrect results and Granite tokenizer IDs are different tokenizer implementations with different failure modes." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakage." + "reason": "Video-classification processor lookup bug vs remote_code regressions affect different loading paths and mechanisms." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default config initialization is unrelated to Llama4Config missing pad_token_id." + "reason": "Phi4Multimodal default config initialization and Llama4 pad_token_id AttributeError are separate config-class bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression is not the same as GLM-4.7-Flash failing in unit tests." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are unrelated model/load regressions." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights is a different problem from resize_token_embeddings not updating Gemma4 layer embeddings." + "reason": "lm_head serialization inconsistency and Gemma4 resize_token_embeddings behavior are different weight-saving vs resizing issues." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss with router logits off is unrelated to Gemma 4 mm_token_type_ids default behavior." + "reason": "Missing load-balancing loss when router logits are off is unrelated to Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBird special-token decode failure is unrelated to D-FINE auxiliary losses when denoising is disabled." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary losses are unrelated tokenizer vs model-loss bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A generic 'add the data' issue is not the same as FP8 inference failing on B200 GPUs." + "reason": "\"ADD THE DATA\" is not a concrete technical report and does not match FP8 inference on B200." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video classification processor bug is unrelated to Gemma4 PLE device placement mismatch." + "reason": "Video-classification image-processor lookup and Gemma4 PLE device mismatch are different pipeline/model runtime issues." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is a repository loading issue, not the Mistral regex patch crash." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crash are different tokenizer loading bugs." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 is unrelated to the TensorBoard-without-TensorFlow backend error." + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend error are unrelated environment/package issues." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated; one is documentation content, the other a model init API regression." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError is a tokenizer/task issue, not a loss-computation bug in D-FINE." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior do not share the same code path or bug." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to Kosmos2.5 long OCR input indexing." + "reason": "Ministral FlashAttention failure and Kosmos2.5 long OCR index error are model-specific runtime bugs, not duplicates." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "AdaFactor OOM in DeepSpeed is different from optimizer.step being invoked twice with DeepSpeed." + "reason": "Adafactor OOM in deepspeed and optimizer.step() called twice in deepspeed are different optimizer integration problems." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer regex crash is unrelated to list_repo_files not forwarding revision." + "reason": "Mistral regex patch crash and list_repo_files missing revision forwarding are unrelated utility/load issues." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model save failure is a different lifecycle problem from device_map=auto loading a dequantized model with CPU offload." + "reason": "Quantized model saving failure and dequantized model offload loading failure are separate quantization pipeline bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and Gemma 4 processor ImportError are unrelated reflection/import issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and Chinese performance regression after upgrade are different save-vs-runtime concerns." } ] }, @@ -12535,10 +12453,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:41628", "issue:42175", @@ -12567,13 +12485,12 @@ "issue:44623", "issue:44671", "issue:44683", - "issue:44749", "issue:44779", + "issue:45072", "issue:45083", "issue:45103", "issue:45325", "issue:45362", - "issue:45372", "issue:45397", "issue:45542", "issue:45561", @@ -12587,262 +12504,256 @@ "issue:46399", "issue:46655", "issue:46726", + "issue:46829", "issue:46851" ], "soft_pairs": [ - "issue:45103|issue:45372", - "issue:45600|issue:45712", - "issue:44623|issue:44749", - "issue:44261|issue:44263", "issue:44336|issue:46851", + "issue:44261|issue:44263", + "issue:45600|issue:45712", "issue:45859|issue:46851", "issue:42175|issue:43976", "issue:44623|issue:45397", "issue:44671|issue:44779", - "issue:43901|issue:44246", "issue:43723|issue:44162", + "issue:43901|issue:44246", "issue:43673|issue:43761", "issue:43824|issue:43976", "issue:43441|issue:44683", "issue:43525|issue:43881", "issue:45542|issue:45800", "issue:46291|issue:46399", - "issue:44016|issue:45823", "issue:44188|issue:44336", + "issue:44016|issue:45823", "issue:46655|issue:46726", - "issue:44589|issue:45362", - "issue:43525|issue:43643", "issue:44336|issue:44373", + "issue:43525|issue:43643", + "issue:44589|issue:45362", "issue:45325|issue:46851", "issue:41628|issue:43976", "issue:43784|issue:45542", - "issue:44246|issue:44496", "issue:44297|issue:45397", + "issue:44246|issue:44496", "issue:45083|issue:46851", "issue:45561|issue:45563", "issue:46399|issue:46851", - "issue:45103|issue:46399" + "issue:45103|issue:46399", + "issue:45072|issue:46829" ], - "prepared_review_unit_hash": "1694208d5b85f0082b8174dd5f1a9025adba66067a7d8a77c26f6202e5720268", + "prepared_review_unit_hash": "f092c5414a7feccf3f8526018fef0aad8165f4f4e20b703aad9709d4109c4b0b", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37338, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "soft_pair_count": 31, + "serialized_chars": 36983, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of transformer v5 regressions, packaging issues, and docs bugs. None of the soft pairs appear to be the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly cross-topic and should not be deduped. None of the candidate pairs look like the same underlying bug or change. issue:46851 is only the densest hub, not a true canonical duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No true duplicate canonical stands out; issue:46851 is just the most connected hub among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46851 is the least-bad representative only because it appears in the most soft links, but the cluster is too mixed to treat it as a real duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Different failures: auto-docstring crashes on future annotations, while the other is an import error from mistral_common affecting Gemma 4 loading." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Both are repo hygiene/CI-related, but they fix different files and different problems: stale auto_mappings entries vs leftover dummy PT classes." - }, - { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Completely unrelated: processor.save_pretrained file omission versus a performance regression while filtering data after upgrade." + "reason": "ANSI color output in loading_report and a Qwen3.5 position_ids bug are unrelated." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model/code paths and symptoms: MLA rms_norm_eps precision issue versus GlmMoeDsaIndexer torch.split behavior." + "reason": "Different model-specific bugs in unrelated code paths: MLA config eps vs GlmMoeDsaIndexer split handling." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Unrelated: ANSI color leakage in loading_report versus Qwen3.5 variable-length position_ids behavior." + "reason": "Both touch mappings/dummy-class cleanup, but one is removed Sam3LiteText configs and the other is leftover dummy PT classes; not the same bug." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family but not the same bug: CPU offload incompatibility in rotary embedding versus variable-length position_ids handling." + "reason": "Both are Qwen3.5-related, but CPU offload incompatibility is a different failure mode from variable-length position_ids handling." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend dependency issue versus Python version incompatibility; not the same underlying defect." + "reason": "Backend installation for TensorFlow vs Python version compatibility are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different code paths: save_pretrained missing files versus gemma-4 zero3 from_pretrained failure." + "reason": "Processor save_pretrained missing files and Gemma-4 zero3 from_pretrained are different issues." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model components and failure modes: CamemBERT masked LM outputs versus Deepseek tokenizer correctness." + "reason": "Different models and symptoms: CamemBERT MLM predictions vs Deepseek tokenizer output." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." + "reason": "Tokenizer loading regression and ESM2 breakage are not the same code-path problem." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are separate issues." + "reason": "Docs mismatch for return_all_scores and intermittent import slowness are unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different regressions: GenerationMixin cache in chunked_prefill versus CLIPVisionModel hidden_states output." + "reason": "Generation cache/chunked_prefill and CLIPVisionModel hidden_states are unrelated regressions." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a missing model class is unrelated to Python 3.9/3.10 support." + "reason": "Missing Qwen2.5-VL symbol import and Python version support are unrelated." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both concern attention kernels, but one is a model-specific FlashAttention failure and the other is a compiled flex_attention/torch version issue." + "reason": "Both mention attention kernels, but one is a Ministral FlashAttention failure and the other is a torch>=2.9 flex_attention issue." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Distinct model-loading failures with different missing attributes and model families." + "reason": "Missing Llama4Config field and glm-4v-9b loading failure are different problems." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Different environments and symptoms: missing TensorFlow backend wiring versus torch/transformers version incompatibility." + "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers incompatibility are unrelated." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel import dependency requirement versus a Qwen3.5 registration/decorator crash; not the same bug." + "reason": "Both involve kernels integration, but one is import-time dependency validation and the other is a Qwen3.5 rotary registration crash." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "Attention-kernel branching on torch.compile and ANSI escape leakage are unrelated." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code output in loading_report." + "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Different processor issues: SmolVLM video padding bug versus AutoProcessor backend-missing import messaging." + "reason": "Video processor padding bug and missing image-processor backend error are different processor issues." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Storage object lookup failure versus Qwen3.5 chat crash; no shared code path." + "reason": "ANSI code leakage and a wrong docstring are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on a config object versus trust_remote_code dropping fields from AutoConfig are different problems." + "reason": "A model-specific missing config attribute is not the same as generic missing fields from trust_remote_code AutoConfig." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "ANSI color leakage and a wrong docstring are separate documentation/utility issues." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids, but they affect different Qwen variants and different logic paths." + "reason": "Both are Qwen position_ids-related, but Qwen2.5-VL temporal scaling and Qwen3.5 variable-length inputs are different bugs." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Importing AutoImageProcessor and Python-version compatibility are unrelated." + "reason": "AutoImageProcessor import failure and Python version support are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to the TensorFlow backend packaging bug." + "reason": "Sentence-transformers import NameError and TensorFlow backend installation are unrelated." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Slow imports are not the same underlying issue as unrecognized model config handling." + "reason": "Tokenizer save metadata mismatch and Gemma-4 from_pretrained are unrelated." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + "reason": "Import slowness and unrecognized model config are unrelated." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen-family positional helper bugs with different scopes and symptoms." + "reason": "Different Qwen families and different helpers; feat-extract lengths is not the same as variable-length position_ids." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file races and a stale generate warning are unrelated." + "reason": "pytest-xdist race and stale generation warning are unrelated." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Qwen3.5 kernel registration crash and variable-length position_ids are different code paths." + "reason": "Qwen3.5 kernels registration crash and variable-length position_ids are distinct failures." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling is unrelated to Qwen kernel registration failures." + "reason": "Auto-docstring annotation handling and Qwen3.5 kernels registration are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch and VideoPrism hidden_states mixup are different bugs." } ] }, @@ -12861,10 +12772,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:36246", "issue:41950", @@ -12890,10 +12801,10 @@ "issue:44479", "issue:44485", "issue:44496", + "issue:44749", "issue:44779", "issue:44871", "issue:45003", - "issue:45072", "issue:45137", "issue:45200", "issue:45292", @@ -12904,31 +12815,31 @@ "issue:45588", "issue:45593", "issue:45759", + "issue:45859", "issue:46132", + "issue:46399", "issue:46506", "issue:46614", "issue:46655", "issue:46665", "issue:46752", "issue:46821", - "issue:46829", "issue:46851" ], "soft_pairs": [ - "issue:45072|issue:46829", "issue:46614|issue:46665", - "issue:44242|issue:45593", "issue:43526|issue:45003", "issue:43540|issue:46752", + "issue:44242|issue:45593", "issue:42491|issue:43299", "issue:43531|issue:45362", "issue:44295|issue:45397", - "issue:44246|issue:44871", "issue:45588|issue:46851", + "issue:44246|issue:44871", "issue:44336|issue:44485", "issue:45003|issue:46821", - "issue:44451|issue:46752", "issue:42886|issue:46132", + "issue:44451|issue:46752", "issue:43550|issue:46506", "issue:44779|issue:45292", "issue:36246|issue:42757", @@ -12942,204 +12853,212 @@ "issue:44162|issue:45200", "issue:44479|issue:46655", "issue:45375|issue:45759", - "issue:43262|issue:44246" + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:45859|issue:46399" ], - "prepared_review_unit_hash": "bd9c55832027893f2393e083925f9feac6b63c5e739c84be89de73de74f3e34b", + "prepared_review_unit_hash": "890601b17368db2632d36526ed282a05ec0d155313fa7c6d3ca396b61a323e7a", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35480, - "estimated_input_tokens": 8870, - "estimated_eval_tokens": 17996 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same concrete bug/change; most are only loosely related by subsystem or model family. The strongest standalone issue is the broad Qwen video regression report.", - "confidence": 0.64, - "canonical_issue_reason": "issue:44479 is the best canonical issue candidate: it is a clear, broad regression report with explicit affected models, version scope, and a concrete video-input failure mode.", + "summary": "This cluster is mostly a collection of distinct, model-specific bug reports rather than true duplicates. The only broadly central item is the modeling_utils/sys.modules issue; the rest are too different in model family, code path, or failure mode to merge.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45003 is the most central and broadly applicable bug here, touching core modeling/loading internals and linking to multiple other loading-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue in this set because it is specific, high-impact, and likely to attract/anchor duplicate reports for the same regression.", + "best_issue_reason": "issue:45003 is the best representative for the cluster because it is the broadest core-path bug and has the strongest connectivity among the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45072", - "right": "issue:46829", - "accept": false, - "reason": "Different code paths and symptoms: bfloat16 dtype mismatch vs hidden_states/output packaging in video classification." - }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "One is a stale phonemizer backend state bug; the other is inconsistent from_pretrained behavior in Python classes." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Both mention missing losses, but they affect different models and mechanisms; not the same underlying bug." + "reason": "Stale phonemizer backend state vs from_pretrained behavior inside Python classes; different subsystems and symptoms." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError is unrelated to apply_chat_template failing on an empty list." + "reason": "Qwen3OmniMoe video-input processing error vs empty-chat-template IndexError; unrelated code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and loss code paths: router/load-balancing loss vs D-FINE auxiliary losses." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a version-specific Qwen3VL loading regression." + "reason": "Both are Qwen3 MoE loading regressions, but one is LoRA hf4\u2194hf5 compatibility and the other is Qwen3VL-MoE loading; not the same concrete bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding_window handling and a chat crash in Qwen3.5 are different failures, not one duplicated bug." + "reason": "Sliding-window behavior in Qwen3-MoE vs Qwen3.5 chat crash; distinct failures." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer access error is unrelated to gemma-4 Zero3 from_pretrained behavior." + "reason": "position_ids buffer access issue vs Gemma-4 Zero3 from_pretrained problem; unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Import latency and eos_token_id config inconsistency are unrelated issues." + "reason": "Flash-attention s_aux handling vs variable-length position_ids; different bugs." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44242", + "right": "issue:44871", "accept": false, - "reason": "Flash-attention s_aux handling is a different code path from variable-length position_ids in Qwen3.5." + "reason": "Load-balancing loss omission is unrelated to Gemma eos_token_id configuration inconsistency." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI code emission in loading_report vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are distinct bugs." + "reason": "sys.modules safety in modeling_utils vs TimesFM window_size AttributeError; different code paths." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to apply_chat_template on an empty list." + "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; not the same bug." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register semantics are different problems." + "reason": "ScandiBERT loading failure is unrelated to apply_chat_template empty-list crash." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is not the same as CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "torch.compile/SDPA bug vs CPU/CUDA output mismatch; different model/runtime issues." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated." + "reason": "DeepSeek tokenizer regression vs resize_token_embeddings not updating output embeddings; distinct failures." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages." + "reason": "Import-export issue for Qwen2.5 VL image processor vs missing huggingface_hub symbol; different missing names/modules." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Different missing exports: Qwen2.5_VLImageProcessor vs HybridCache." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features() are different subsystems." + "reason": "Video-classification pipeline processor selection bug vs _torch_extract_fbank_features issue; unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access in modeling_utils." + "reason": "Docs/behavior mismatch in TextClassificationPipeline vs modeling_utils import safety; not a duplicate." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs DeepSpeed ZeRO3 deque error; different DeepSpeed bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and a pytest-xdist race on captured_info.txt are unrelated." + "reason": "Core import safety bug vs pytest-xdist captured_info.txt race; unrelated." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they affect different models and different failure modes." + "reason": "Both involve video inputs, but Qwen3OmniMoe parsing and SmolVLM padding calculation are different concrete processor bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to sys.modules access." + "reason": "Unrecognized model/config loading for Olmo-Hybrid is not the sys.modules access issue." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + "reason": "ESM2 breakage vs Gemma-4 mm_token_type_ids defaulting; unrelated model-specific bugs." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Qwen video-input regression is not the same bug as SmolVLM padding calculation." + "reason": "Both are video regressions, but for different models and different processor logic." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen composite configs, but one drops a field and the other fails to unwrap text_config; different code paths." + "reason": "Missing config field in Qwen3_5MoeVisionConfig vs from_config not unwrapping text_config; distinct Qwen3.5 config issues." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor sampling-rate defaulting and slow import behavior are unrelated." + "reason": "Audio apply_chat_template sampling-rate default vs import-time slowdown; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer/position_ids error vs post-upgrade filtering slowdown; different bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in rotary embedding vs missing decorator for apply_rotary_pos_emb registration; different code paths." } ] }, @@ -13161,15 +13080,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:29870", "issue:30333", "issue:36246", "issue:42199", "issue:42886", + "issue:43065", "issue:43295", "issue:43352", + "issue:43408", "issue:43475", "issue:43540", "issue:43596", @@ -13179,17 +13100,17 @@ "issue:44077", "issue:44162", "issue:44242", - "issue:44295", "issue:44368", "issue:44466", "issue:44479", "issue:44623", - "issue:44749", "issue:44857", "issue:44877", "issue:44977", "issue:44987", + "issue:44995", "issue:45137", + "issue:45200", "issue:45229", "issue:45250", "issue:45292", @@ -13198,22 +13119,19 @@ "issue:45397", "issue:45412", "issue:45459", + "issue:45563", "issue:45584", "issue:45600", "issue:45656", - "issue:45859", "issue:46123", "issue:46170", "issue:46369", - "issue:46399", "issue:46506", "issue:46726", "issue:46832", "issue:46851" ], "soft_pairs": [ - "issue:45859|issue:46399", - "issue:44295|issue:44749", "issue:43475|issue:46369", "issue:44242|issue:44857", "issue:45137|issue:45600", @@ -13228,201 +13146,210 @@ "issue:44987|issue:45459", "issue:43352|issue:45250", "issue:42199|issue:46851", - "issue:44479|issue:46170", "issue:44060|issue:44077", "issue:43653|issue:44162", + "issue:44479|issue:46170", "issue:44368|issue:44977", "issue:45412|issue:46123", "issue:42886|issue:45229", + "issue:45397|issue:45656", "issue:46170|issue:46832", - "issue:44877|issue:46170", + "issue:43065|issue:43408", "issue:43475|issue:43540", - "issue:45397|issue:45656" + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:44368|issue:45563" ], - "prepared_review_unit_hash": "db756d43145f2c61b60c5a14dd472bbf37ffd91d82dade23850f9d20509cf19e", + "prepared_review_unit_hash": "70c47c8e26e186ad3845851bc48924adb55968ec94159ef05129ab35b7d04ae8", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35094, - "estimated_input_tokens": 8774, - "estimated_eval_tokens": 17804 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: the soft pairs share broad keywords (Qwen, video, deepspeed, strict config, embeddings) but do not describe the same concrete bug or fix path. I would not merge any of the proposed soft duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44479 is the broadest and most representative single bug report in the set: it describes a concrete regression affecting several Qwen video variants under v5.3.0. That said, the overall cluster is not a true duplicate group; most other items are unrelated or only loosely keyword-similar.", - "canonical_pr_reason": null, - "best_issue_reason": "44479 is the best issue candidate to anchor the cluster because it has the clearest cross-model regression framing and strongest chance of being a recurring upstream problem. Still, it should not absorb the other issues as duplicates.", - "best_pr_reason": null, + "summary": "This cluster is mostly heterogeneous. The soft-similarity pairs share broad themes like config loading, tied embeddings, SAM3, RT-DETR, Qwen, and DeepSpeed, but they do not look like the same concrete bug/change. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs, and the soft pairs are mostly topical overlaps rather than true duplicates.", + "canonical_pr_reason": "No PRs present in this cluster.", + "best_issue_reason": "If a representative must be chosen, issue 45292 is the broadest concrete report in the small embedding-resize/tied-weights subtheme, but it still does not represent the cluster as a whole.", + "best_pr_reason": "No PRs present in this cluster.", "soft_edge_verdicts": [ - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "Both are Qwen3.5 MoE/rotary-attention related, but one is CPU-offload compatibility and the other is a kernel registration/ValueError bug; different code paths and fixes." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "One is a position_ids buffer access error; the other is a broad performance regression after upgrade. No shared failure mode." - }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Different models and failures: missing Sam3VisionEncoderOutput attribute vs memory overflow in sam3-litetext." + "reason": "Same model family (SAM3) but different failures: missing encoder output attribute vs memory overflow." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss logic in MoE/router code is unrelated to an RT-DETR float16 CUDA crash." + "reason": "Both are model-training bugs, but they affect different code paths and loss implementations." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings references are separate bugs with different fixes." + "reason": "DeepSpeed ZeRO3 deque crash and stale auto_mappings references are unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention config strictness, but they affect different model configs and different symptoms; not the same bug." + "reason": "Both involve strict config handling, but one is a load failure and the other is a missing field being dropped; not enough to treat as the same bug." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Resize-token-embeddings propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression is not the same as output embedding resizing not updating the tied layer." + "reason": "Processor/tokenizer regression and embedding resize propagation are different problems." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a missing Qwen2.5 VL processor class is unrelated to a BertModel DeepSpeed ZeRO3 IndexError." + "reason": "Qwen2.5-VL import error and DeepSpeed/BertModel index error are different failure modes." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing save_pretrained files and unrecognized image processor on missing backend are different processor-loading/saving problems." + "reason": "Saving processor files and AutoProcessor backend-missing errors are separate issues." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings, but one is tied-weight serialization/device behavior and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Serialization of tied weights depends on device, while this is a resize propagation bug in T5Gemma." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe transformer compatibility and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are distinct." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate() UnboundLocalError and MLFlow job status reporting are completely different issues." + "reason": "Bart generate() UnboundLocalError and MLFlow job-state reporting are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast is unrelated to tokenizer error masking when protobuf is absent." + "reason": "Model loading failure and tokenizer protobuf exception masking are different code paths." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model not supporting Flash Attention 2.0 yet is not the same as a generic Flash Attention 2.0 topic issue." + "reason": "One is a model-specific Flash Attention unsupported error; the other is just a generic Flash Attention topic." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are different model families and failure modes." - }, - { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import failure are unrelated." + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are separate configuration/model-definition issues." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are not the same underlying bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decoding bug and ESM2 breakage do not describe the same underlying defect." + "reason": "BigBirdTokenizer special-token decode issue and ESM2 breakage are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and Windows/ROCm distributed import failure are different problems." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5 and warnings/flash-attention, but one is tied-word-embeddings warning spam and the other is a generation failure with flash-attention; different bugs." + "reason": "Tie-word-embeddings warning and Qwen3.5 flash-attention generation failure are separate issues." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline dropping final partial-batch results are unrelated." + "reason": "RT-DETR memory release and mask pipeline batching are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failures." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer step under deepspeed are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Platform import/type errors and RT-DETR forward shape issues are not the same bug." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and wrong model-type warning are distinct SAM3 issues." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "A Windows ROCm import/type error has nothing to do with RTDetrModel.forward failing when num_feature_levels exceeds backbone outputs." + "reason": "Missing SAM3 vision encoder output attribute and Qwen3OmniMoe video processing error are unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and Windows/ROCm torch.distributed import errors are unrelated." + "reason": "Strict config loading and Windows/ROCm import failures do not share a concrete code path." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Both involve video, but one is a missing SAM3 attribute and the other is a Qwen3OmniMoe video-processing ValueError." + "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaults are different bugs." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Gemma4 from_pretrained with ZeRO3 and duplicated optimizer steps under DeepSpeed are distinct DeepSpeed-related bugs, not the same code path." + "reason": "Tie-word-embeddings warning and stale num_return_sequences warning in paged generate() are unrelated warning bugs." } ] }, @@ -13444,12 +13371,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:42994", "issue:43065", "issue:43232", - "issue:43408", "issue:43441", "issue:43475", "issue:43482", @@ -13461,6 +13387,7 @@ "issue:43761", "issue:43906", "issue:43931", + "issue:43986", "issue:43994", "issue:44162", "issue:44188", @@ -13474,10 +13401,8 @@ "issue:44871", "issue:44995", "issue:45103", - "issue:45200", "issue:45375", "issue:45478", - "issue:45563", "issue:45588", "issue:45656", "issue:45685", @@ -13491,13 +13416,12 @@ "issue:46710", "issue:46726", "issue:46752", + "issue:46821", "issue:46829", + "issue:46851", "issue:46858" ], "soft_pairs": [ - "issue:43065|issue:43408", - "issue:44995|issue:45200", - "issue:44368|issue:45563", "issue:43723|issue:46710", "issue:45987|issue:46082", "issue:43931|issue:44368", @@ -13515,225 +13439,231 @@ "issue:43994|issue:46726", "issue:43761|issue:44242", "issue:44749|issue:45656", - "issue:43646|issue:44162", "issue:43701|issue:44749", + "issue:43646|issue:44162", "issue:44871|issue:46132", "issue:44623|issue:45656", "issue:43441|issue:46752", "issue:42994|issue:43482", - "issue:43232|issue:43673", "issue:45375|issue:45478", - "issue:43475|issue:43643" + "issue:43232|issue:43673", + "issue:43475|issue:43643", + "issue:43986|issue:46726", + "issue:44188|issue:46851", + "issue:43475|issue:46821" ], - "prepared_review_unit_hash": "52af3feedb85211a224f26fcf853be73f305f18dcd433b77f82e22528256aada", + "prepared_review_unit_hash": "0333a17b06d7be38b9b502a74f797bc4ddae7ad2887dc3b9c006761b98d3fc82", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36009, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 36006, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated closed issues that only share broad Transformers-v5 or subsystem-adjacent wording. I don\u2019t see any soft pair that looks like the same underlying bug or change, so all candidates should be rejected.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43646 is the broadest umbrella for the cluster\u2019s v5 compatibility regressions and custom-model init breakage; it best represents the shared theme without being too narrow.", + "summary": "Mostly a grab bag of unrelated Transformers v5 regressions; the soft links are generally theme-similar but not duplicate-level. The only likely duplicate pair is the Qwen3.5 MoE config/load failure reports.", + "confidence": 0.87, + "canonical_issue_reason": "`issue:45375` is the most root-cause-oriented report: it names the missing `deepstack_visual_indexes` field being dropped by `@strict`, which plausibly explains the broader Qwen3.5 MoE loading failure seen in `issue:45478`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most representative issue in the set: broad, high-level, and centered on Transformers 5.0 breakage rather than a single model-specific symptom.", + "best_issue_reason": "`issue:45375` is the most actionable and specific issue in the cluster, with a concrete schema/config defect rather than only the downstream `from_pretrained` symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "Both touch SAM3, but one is a dummy Conv2d definition and the other is a config/type warning; different bugs." - }, - { - "left": "issue:44995", - "right": "issue:45200", - "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma 4 mm_token_type_ids defaulting are unrelated failures." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Both mention warnings, but they are different stale warning issues in different code paths." - }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading failure and DeepSeek accuracy regression are not the same underlying problem." + "reason": "Both are v5 regressions, but one is tokenizer loading and the other is model accuracy; no shared concrete bug path." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are unrelated." + "reason": "Cache return-type bug vs LlamaConfig validation bug; different code paths and symptoms." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL shape mismatch and a Qwen3.5 embedding warning are different issues." + "reason": "Qwen3-VL weight-shape mismatch and a tie-word-embeddings warning are unrelated." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile kernel divergence and Gemma pipeline roundtrip failure are different bugs." + "reason": "Different failures in different subsystems: attention-kernel branching vs Gemma tokenizer roundtrip." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "OpenAI chat endpoint request rejection is unrelated to Gemma tokenizer roundtrip behavior." + "reason": "Chat-completions request rejection is not the same bug as Gemma pipeline token roundtrip failure." }, { "left": "issue:46829", "right": "issue:46858", "accept": false, - "reason": "VideoPrism output field mixup and cache seq-length device-tensor bug are distinct." + "reason": "One is a VideoPrism output field mixup; the other is cache sequence-length tensor arithmetic on static cache." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "A reproduction of an earlier issue is not the same as the Gemma pipeline roundtrip bug." + "reason": "An isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip bug." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward stale cache crash and flash_attention s_aux=None AttributeError are different code paths." + "reason": "Stale indexer cache on second forward pass and flash-attention crash on `s_aux=None` are different defects." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve compilation/cache behavior, but one is attention-kernel branching and the other is lazy cache init recompilation." + "reason": "Both involve compile/cache behavior, but the concrete bug is different: divergent kernels vs spurious recompilation from lazy cache init." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram int support and missing chat template are unrelated." + "reason": "MPS histogram/int failure is unrelated to missing chat template handling in processor loading." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Auto-docstring annotation handling and cache seq-length tensor arithmetic are separate failures." + "reason": "Auto-docstring annotation handling and cache sequence-length tensor behavior have no shared code path." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 Conv2d issue and MaskGenerationPipeline partial-batch dropping are not the same bug." + "reason": "SAM3 dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and data filtering slowdown are unrelated." + "reason": "Tokenizer AttributeError and a performance regression after upgrade are not the same bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is missing processor files; different serialization bugs." + "reason": "Both mention save_pretrained, but one is tokenizer_class metadata mismatch and the other is missing processor files." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Wrong results with AutoModel/pipeline and missing image processor backend are different problems." + "reason": "Siglip2 bad outputs via AutoModel/pipeline and missing vision-backend processor handling are different issues." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are unrelated." + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss gating are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade and double optimizer step with deepspeed are different issues." + "reason": "A data filtering slowdown and a duplicated optimizer step with deepspeed are different failures." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Both are v5 regressions, but one is broad custom model init breakage and the other is an ESM2-specific failure." + "reason": "Checkpoint key mismatch and performance slowdown after upgrade are not the same underlying bug." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Checkpoint key mismatch and preprocessing slowdown are not the same underlying bug." + "reason": "Generic custom model initialization breakage and an ESM2-specific regression are too different to dedupe." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and AttentionInterface register behavior change are unrelated." + "reason": "EOS token config inconsistency and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file loss and deepspeed double-step are different concerns." + "reason": "Missing processor save artifacts and double optimizer stepping are completely different problems." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention crash in Ministral-3 and empty-list apply_chat_template IndexError are unrelated." + "reason": "FlashAttention failure on Ministral-3 and empty-list chat template IndexError do not share a concrete code path." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading are different save/load bugs." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different serialization/loading bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These look like the same Qwen3.5 MoE loading bug: one identifies the missing config field/root cause, the other reports the resulting `from_pretrained` error." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are separate generation bugs." + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache during chunked prefill are separate generation-path issues." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder attribute missing and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor and unrecognized image processor handling are different missing-backend problems." + }, + { + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Missing config field dropped by strict and Qwen3.5-Moe from_pretrained error are related in area but not the same concrete failure." + "reason": "Attention-kernel branching under compile and Qwen3.5 variable-length position_ids are different bugs." }, { "left": "issue:43475", - "right": "issue:43643", + "right": "issue:46821", "accept": false, - "reason": "SAM3 vision output missing field and trust_remote_code config field loss are different missing-field issues." + "reason": "SAM3 vision encoder attribute error and TimesFM window_size attribute error are unrelated model-specific issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are consistently conservative. The only accepted duplicate pair, issue:45375 / issue:45478, is the one most plausibly tied to the same Qwen3.5 MoE config/load bug, and the rest are reasonably marked non-duplicates rather than over-merged." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13748,7 +13678,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:28282", "issue:30990", @@ -13760,21 +13690,19 @@ "issue:42831", "issue:42994", "issue:43278", - "issue:43475", "issue:43525", "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43873", - "issue:43986", "issue:44038", - "issue:44188", "issue:44222", "issue:44242", "issue:44351", "issue:44373", "issue:44623", + "issue:44857", "issue:44869", "issue:44933", "issue:44945", @@ -13789,27 +13717,27 @@ "issue:45375", "issue:45397", "issue:45406", + "issue:45593", "issue:45753", "issue:46202", "issue:46326", "issue:46399", + "issue:46463", "issue:46701", "issue:46726", - "issue:46821", "issue:46832", - "issue:46851" + "issue:46851", + "issue:46877" ], "soft_pairs": [ "issue:28282|issue:30990", - "issue:43986|issue:46726", - "issue:43475|issue:46821", - "issue:44188|issue:46851", "issue:41628|issue:44933", + "issue:39692|issue:46726", "issue:44964|issue:45137", "issue:45310|issue:45375", - "issue:39692|issue:46726", - "issue:44869|issue:45356", "issue:45230|issue:45397", + "issue:46463|issue:46877", + "issue:44869|issue:45356", "issue:44038|issue:44623", "issue:44242|issue:46832", "issue:44373|issue:46851", @@ -13819,235 +13747,237 @@ "issue:45406|issue:46202", "issue:43784|issue:46399", "issue:43873|issue:44945", + "issue:44857|issue:46877", + "issue:45593|issue:46877", "issue:44945|issue:45753", "issue:41628|issue:44351", "issue:42673|issue:43704", "issue:44038|issue:45310", "issue:46202|issue:46701", "issue:45081|issue:45103", - "issue:43278|issue:45137", "issue:42994|issue:43824", - "issue:36010|issue:41628", + "issue:43278|issue:45137", "issue:44222|issue:45310", + "issue:36010|issue:41628", "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "ac6334616244d595d2858b1dfe415865da5443d93e431f0fb744717804384b5b", + "prepared_review_unit_hash": "37fc54b9417755db751c4f6adbd9e675e0ac0f6cc4ef9b7f8b42bbd4e90d1baf", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36422, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not form a broad duplicate set. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest are related only at a subsystem/theme level, not the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:42673 is the better canonical issue: it is the earlier, fuller report of the exact same Qwen3ForCausalLM VRAM leak described again in issue:43704.", + "summary": "This cluster is mostly a mix of unrelated bugs across imports, tokenizer behavior, quantization, docs, and model-specific failures. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the earlier, more detailed report of the same Qwen3ForCausalLM VRAM leak with multiple dataloader threads; issue:43704 repeats the same title and bug with less context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative of the only true duplicate pair in this cluster because it has the same title/topic as issue:43704 and more discussion context.", + "best_issue_reason": "issue:42673 is the best issue representative because it is the clearer, earlier report for the one confirmed duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Both are loading-related, but one is an ImportError for missing PyTorch and the other is a hanging Sentence Transformers load; not the same bug." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": false, - "reason": "Both involve AutoProcessor/vision backend failures, but they describe different missing-backend/error paths and are not clearly the same concrete bug." - }, - { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "Different models and different missing attributes; no evidence of the same underlying defect." + "reason": "Both involve loading problems, but one is a missing PyTorch import error and the other is a Sentence Transformers hang; different failure modes." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "One is a torch.compile attention-kernel divergence issue, the other is variable-length position_ids behavior in Qwen3.5; not the same bug." + "reason": "Both are import-related, but they concern different missing symbols and likely different root causes." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Both are import problems, but they concern different symbols and modules with no shared failure path." + "reason": "A SigLIP2 doc example mismatch/quantization failure is not the same underlying issue as an AutoProcessor backend-missing error." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "A model-loading regression and a DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Multimodal model loading and a DeepSpeed ZeRO3 deque error are unrelated code paths." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related to Qwen3.5 MoE, but one is a broad from_pretrained error and the other is a missing config field; not enough to treat as the same bug." + "reason": "Both touch Qwen3.5/MoE, but one is a from_pretrained failure and the other is a missing config field; not enough evidence of the same bug." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Both touch vision/documentation behavior, but one is a SigLIP2 doc example problem and the other is an AutoProcessor backend-missing error." + "reason": "A generic bug report and a Gemma-4 Zero3 from_pretrained issue do not clearly share the same failure path." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer codec regression are different tokenizer/decoder issues." + "reason": "An incorrect T5 validation error message and an auto_docstring import-time stdout diagnostic are unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "One is a generic bug report and the other is a gemma-4 zero3 loading issue; no concrete overlap." + "reason": "Both are tokenizer-adjacent, but Whisper timestamp decoding and Kimi-K2.5 codec/regex regression are distinct bugs." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Both mention model/processor workflows, but one is a Qwen3-VL-Moe bug and the other is missing processor.save_pretrained files; not the same issue." + "reason": "Qwen3-VL-Moe Transformers v5 compatibility and missing processor.save_pretrained files are different issues." }, { "left": "issue:44242", "right": "issue:46832", "accept": false, - "reason": "Load-balancing loss logic and RT-DETR forward feature-level handling are unrelated." + "reason": "MoE load-balancing loss logic and RT-DETR feature-level shape handling are unrelated." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A docstring issue and a variable-length input bug are not the same underlying problem." + "reason": "A docstring problem and a variable-length position_ids bug are not the same underlying issue." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and a Llama4Config missing pad_token_id attribute are different defects." + "reason": "Quantized model saving failure and a Llama4Config pad_token_id attribute error are unrelated." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are not the same bug or change." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different tokenizer issues." + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate tokenizer issues." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma processor crash and Gemma pipeline roundtrip failure are different code paths and failure modes." + "reason": "Gemma4Processor missing _tokenizer in serve and a Gemma pipeline roundtrip failure are different problems." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 rotary-kernel registration error are unrelated." + "reason": "An import-time NameError in sentence-transformers and a Qwen3.5 kernel registration error are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallelism output correctness are distinct problems." + "reason": "Quantization offloading behavior and pipeline-parallelism output correctness are different problems." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "A CUDA/AMP crash in LwDetrImageLoss is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss handling and auto_docstring stdout logging are unrelated." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Incorrect LLM output under pipeline parallelism is not the same as an infinite loop on a specific image." + "reason": "Pipeline parallelism output corruption and a Qwen3.5 infinite loop on a specific image are different bugs." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different APIs and modules." + "reason": "Both are import errors, but they concern different missing exports with no shared root cause shown." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same VRAM leak symptom in Qwen3ForCausalLM with multiple dataloader threads; clear duplicate." + "reason": "Same title and same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; this is a clear duplicate pair." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3/Qwen3.5 MoE, but the reported failures are different from_pretrained/load regressions." + "reason": "Both mention Qwen3.5/model loading, but one is broad v5 compatibility and the other is a specific MoE from_pretrained error." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both involve Gemma-related pipelines, but one is a tokenizer roundtrip failure and the other is an image-text-to-text pipeline output type issue." + "reason": "Gemma pipeline roundtrip tokenizer behavior and image-text-to-text pipeline failure are distinct problems." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Embedding dtype mismatch in evaluation and a ZeRO3 deque IndexError are unrelated." + "reason": "Mistral tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure and missing Qwen2_5_VL import are different issues." + "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are different bugs." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Different missing imports (`GenerationMixin` vs `AutoImageProcessor`) with no shared root cause." + "reason": "Embedding dtype drift between train/eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 from_pretrained errors are distinct MoE/quantization problems." + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained error are distinct issues." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import failures: GenerationMixin missing from transformers.generation versus AutoImageProcessor missing from transformers." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different issues." + "reason": "FineGrainedFP8 accuracy degradation and FP8 save_pretrained failure are both FP8-related but not the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge verdicts are conservative. The one accepted duplicate pair (issue:42673 / issue:43704) is supported by the identical title and matching VRAM-leak symptom, with the earlier issue also having more discussion context. The remaining pair judgments stay appropriately cautious and do not overstate equivalence." + "accept": false, + "feedback": "The duplicate judgment for issue:42673 vs issue:43704 is grounded, but the rationale overstates the packet by calling issue:42673 a \u201cstill-open\u201d duplicate target; the packet shows both issues are closed. Please keep that claim conservative. The rest of the summary is broadly reasonable, but this unsupported status claim is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14060,10 +13990,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:27957", "issue:30333", @@ -14075,7 +14005,6 @@ "issue:42222", "issue:42673", "issue:42898", - "issue:43116", "issue:43232", "issue:43295", "issue:43479", @@ -14087,11 +14016,11 @@ "issue:43976", "issue:44016", "issue:44079", - "issue:44190", "issue:44295", "issue:44496", "issue:44568", "issue:44623", + "issue:44625", "issue:44734", "issue:44779", "issue:44792", @@ -14112,14 +14041,16 @@ "issue:46123", "issue:46231", "issue:46693", - "issue:46829" + "issue:46829", + "issue:46877" ], "soft_pairs": [ "issue:43232|issue:44792", "issue:43504|issue:45561", "issue:45561|issue:45600", - "issue:44496|issue:45561", "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", "issue:43976|issue:44933", "issue:30333|issue:33290", "issue:30990|issue:35141", @@ -14130,244 +14061,236 @@ "issue:44623|issue:45310", "issue:43479|issue:44869", "issue:42673|issue:46693", - "issue:42898|issue:45812", + "issue:44625|issue:46877", "issue:44016|issue:46231", "issue:43723|issue:44568", + "issue:42898|issue:45812", "issue:42898|issue:44779", "issue:43479|issue:44079", "issue:43874|issue:45092", - "issue:42222|issue:45200", "issue:43784|issue:43824", "issue:44734|issue:45103", + "issue:42222|issue:45200", "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:42898|issue:43295", "issue:42898|issue:45356", - "issue:44295|issue:45656", - "issue:43116|issue:44190", - "issue:45405|issue:45712", - "issue:30333|issue:35141" + "issue:44295|issue:45656" ], - "prepared_review_unit_hash": "36270c48dfff39301ffdfe240a06ffbc49f2b5787d0b319e3432af5fa0f869fa", + "prepared_review_unit_hash": "152c2d6c13482c3c1913c76d642387db24e8d7c9adc26128fc5140e9ca67a96e", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37562, - "estimated_input_tokens": 9391, - "estimated_eval_tokens": 19038 + "soft_pair_count": 31, + "serialized_chars": 37238, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated; the only loose commonality is a handful of transformer/tokenizer-v5 regressions, but none of the soft pairs look like the same underlying bug or change. I therefore reject all soft edges and treat issue 42898 as the closest thematic anchor, not a true duplicate target for the others.", - "confidence": 0.87, - "canonical_issue_reason": "issue:42898 is the broadest tokenizer-v5 regression in the set and the closest central reference point for related tokenization reports, though it is still not a duplicate of the other candidates.", + "summary": "The cluster is heterogeneous, but the only recurring theme is tokenizer/v5 regression reports. No soft pair looks like the same concrete bug or change, so all candidate duplicates are rejected. Issue 42898 is the best representative because it is the broadest tokenizer-v5 regression report and sits closest to several other tokenizer-related items.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42898 is the most central representative of the recurring tokenizer/v5 regression theme and has the broadest scope among the clustered issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best single issue to keep as the cluster anchor because it is the most general and reusable tokenizer regression reference among these items.", + "best_issue_reason": "issue:42898 best fits as the cluster representative because it is a general tokenizer behavior regression in v5, which is the closest shared thread across several nearby issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different generation bugs: one is sync_gpus/_update_model_kwargs_for_generation behavior, the other is a janus image-generation test failure." + "reason": "Generation-kwargs after sync_gpus is unrelated to a Janus image-generation test failure." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Unrelated areas: BEiT pretrained preset loading versus a pytest-xdist race in testing utilities." + "reason": "A legacy preset-loading bug is unrelated to the pytest-xdist captured_info race." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Different problems: a captured_info.txt race in tests versus auto_mappings referencing removed configs." + "reason": "Testing-utils file races and auto_mappings config references are different failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging and an image_utils import issue are not the same bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Separate failures: model type resolution for a specific checkpoint versus a test-file race condition." + "reason": "Unrecognized model/config handling is unrelated to the testing-utils race." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Packaging/backend dependency issue versus a missing import from image_utils; no shared bug path." + "reason": "A version pin problem is unrelated to doc-lint output at import time." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility regression versus an import/export problem in image_utils." + "reason": "Python version compatibility and an image_utils import error do not match." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training is unrelated to DeepSpeed Adafactor OOM." + "reason": "MLflow reporting on failed jobs is unrelated to Deepspeed Adafactor OOMs." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang in sentence-transformers is not the same as embedding resize/post_init reinitialization." + "reason": "A loading hang and embedding reinitialization in post_init are different code paths." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related, but they describe different concrete behaviors: cleanup-space changes versus missing BOS/EOS insertion." + "reason": "Both are tokenizer regressions in v5, but one is clean-up-space behavior and the other is special-token insertion; not the same bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Dependency/backend installation and dummy object cleanup are different repository hygiene issues." + "reason": "Missing TensorFlow backend packaging is unrelated to leftover dummy PT classes." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different multimodal bugs: Phi4 config initialization versus a VideoPrism output field mismatch." + "reason": "Default multimodal config initialization is unrelated to the VideoPrism output field mix-up." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction and batching/pipeline finalization are unrelated code paths." + "reason": "Causal attention masking and batch finalization in MaskGenerationPipeline are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file emission is not the same as Qwen3.5 MoE from_pretrained loading failure." + "reason": "Missing processor files on save and a Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default handling is unrelated to Whisper timestamp decoding on a trailing replacement character." + "reason": "Config initialization defaults are unrelated to Whisper word timestamp decoding." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders is not the same as a long-context FA2 performance regression." + "reason": "VRAM leakage in multi-threaded loading is not the same as a long-context FA2 performance regression." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44625", + "right": "issue:46877", "accept": false, - "reason": "Both mention tokenizer regressions, but one is clean_up_tokenization_spaces behavior while the other is incorrect Granite token IDs." + "reason": "num_labels propagation in Qwen3.5 is unrelated to docstring lint output at import time." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a documentation parameter-name mismatch are unrelated." + "reason": "A notebook syntax error and a documentation parameter-name mismatch are different problems." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "General tokenizer loading failure and a specific add_special_tokens regression are different bugs." + "reason": "AutoTokenizer loading in v5 and missing BOS/EOS insertion are distinct tokenizer failures." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but they affect different models and behaviors, so they are not the same bug." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer complaints, but Deepseek tokenization correctness is a different code path from cleanup-space behavior." + "reason": "Deepseek tokenization corruption and clean_up_tokenization_spaces behavior changes are different tokenizer regressions." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Phi4 multimodal config initialization is unrelated to ModelOutput key assignment when a prior key was None." + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "A missing image-patch-count method and remote-code checkpoint meta-init incompatibility are distinct multimodal issues." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Broken VitPose model loading and Gemma 4 text-only mm_token_type_ids defaults are not the same problem." + "reason": "Missing image-patch counting support and remote-code meta-init incompatibility are different multimodal loading bugs." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Importing sentence-transformers failing with nn NameError is unrelated to the missing Qwen2.5-VL class export." + "reason": "Import-time NameError in sentence-transformers and missing Qwen2.5-VL import are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache continuation indexing and auto_docstring annotation handling are separate failures." + "reason": "KV-cache continuation indexing and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 token type defaults are different model-specific bugs." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting on failed jobs." + "reason": "XLM-Roberta Flash Attention support and MLflow failure reporting are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Different targets entirely: MLFlow status reporting versus Llama 3.2 Vision model loading regression." + "reason": "MLflow job reporting and Llama 3.2 model-loading regression are different issues." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both involve v5 tokenizer/processor behavior, but one is cleanup-space semantics and the other is processor.tokenizer/image passing regression." + "reason": "Tokenizer clean-up behavior and processor.tokenizer/image passing regression are not the same code-path problem." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Kimi-K2.5 codec-handling regression is not the same underlying bug as clean_up_tokenization_spaces changes." + "reason": "Kimi-K2.5 codec-handling regression is distinct from the clean_up_tokenization_spaces change." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Buffer registration / position_ids access and double optimizer stepping under DeepSpeed are unrelated." - }, - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "A classification example returning empty results and a dataset-loading failure in a different script do not share the same bug." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "A dependency version bump to an unreleased PEFT release is unrelated to leftover dummy classes in testing objects." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Failed-job MLFlow reporting and embedding reinitialization after resize are different issues." + "reason": "Position_ids buffer access and Deepspeed double optimizer step are unrelated." } ] }, @@ -14386,19 +14309,20 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:22355", "issue:28282", - "issue:30990", - "issue:38175", + "issue:30333", + "issue:35141", "issue:41628", "issue:42757", "issue:42796", "issue:42831", + "issue:43116", "issue:43122", "issue:43232", "issue:43475", @@ -14410,7 +14334,6 @@ "issue:44190", "issue:44222", "issue:44263", - "issue:44295", "issue:44297", "issue:44360", "issue:44373", @@ -14425,6 +14348,7 @@ "issue:45125", "issue:45245", "issue:45310", + "issue:45405", "issue:45656", "issue:45712", "issue:45834", @@ -14440,9 +14364,12 @@ "issue:46762" ], "soft_pairs": [ + "issue:43116|issue:44190", "issue:44060|issue:45125", - "issue:22355|issue:28282", + "issue:30333|issue:35141", + "issue:45405|issue:45712", "issue:44222|issue:44297", + "issue:22355|issue:28282", "issue:44075|issue:46231", "issue:44933|issue:45712", "issue:44360|issue:46762", @@ -14450,141 +14377,161 @@ "issue:44297|issue:45656", "issue:44448|issue:46132", "issue:42796|issue:43723", - "issue:43479|issue:43644", "issue:44222|issue:44623", + "issue:43479|issue:43644", "issue:45245|issue:46132", "issue:41628|issue:42757", - "issue:45071|issue:46082", "issue:44373|issue:44485", - "issue:46132|issue:46710", + "issue:45071|issue:46082", "issue:44297|issue:45310", + "issue:46132|issue:46710", "issue:44222|issue:44484", "issue:43723|issue:44977", "issue:44190|issue:46082", "issue:43122|issue:46209", - "issue:43232|issue:46424", "issue:44263|issue:45092", + "issue:43232|issue:46424", "issue:43232|issue:45834", "issue:46209|issue:46431", - "issue:46305|issue:46655", "issue:43475|issue:46305", - "issue:44295|issue:44623", - "issue:44263|issue:44360", - "issue:30990|issue:38175", - "issue:44263|issue:44373" + "issue:46305|issue:46655" ], - "prepared_review_unit_hash": "4df003b712321268cbbbc7b230f5a9979c1d0e1a21317061f916e985dea018b3", + "prepared_review_unit_hash": "46a564262670164b74b0f5a732c5be5a8d3b8f99ee2298f86fb6ab706a961c66", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36281, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug; most are only loosely related by subsystem or version. I would keep the cluster anchored on the broad tokenizer regression issue, but there is no true duplicate set here.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43122 is the broadest, most clearly reproduced regression in the set (tokenization changes across versions) and is more representative than the narrow, model-specific reports.", + "summary": "These items are a loose set of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so all candidate merges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best standalone issue for triage because it has a clear version boundary, concrete symptoms, and broader user impact than the more specialized reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label classification empty outputs vs local dataset loading." + }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3.5/MoE concerns, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata; different bugs and fixes." + "reason": "Same model family, but different bugs: incorrect tied-weights warning vs missing tensor-parallel plan." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to embedding reinitialization during post-init." + }, + { + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different modules with unrelated causes." + "reason": "PEFT version bump issue is unrelated to leftover dummy classes leaking into imports/check_repo." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save/load behavior for MoE is unrelated to tokenizer class metadata saved by tokenizer.save_pretrained()." + "reason": "FP8 save_pretrained/moe behavior is unrelated to tokenizer_class metadata mismatch." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx missing module is unrelated to AutoModel requiring PyTorch." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "One is about SGD optimizer arguments not being used; the other is a documentation parameter-name mismatch." + "reason": "Optimizer args not used is a runtime bug; the other is a docstring parameter-name mismatch." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both mention imports/dummy objects, but one is a missing image_utils symbol and the other is leftover dummy classes leaking into dir(transformers); not the same bug." + "reason": "Missing image_utils import and dummy_pt_objects cleanup are different import problems." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "These are different numerical/behavioral problems in different models; no shared failing code path is evident." + "reason": "DSA indexer activation choice is unrelated to Minimax attention numerical drift." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issues and missing files in processor.save_pretrained() are unrelated." + "reason": "FP8 accuracy issues are unrelated to processor.save_pretrained missing files." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config serialization and double optimizer steps under deepspeed are unrelated." + "reason": "Tokenizer config metadata bug is unrelated to Deepspeed optimizer step being called twice." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "A Pegasus output regression and AttentionInterface.register behavior change are separate concrete issues." + "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "A specific tokenizer BPE-marker bug is not the same as a general AutoTokenizer loading/import issue." + "reason": "Specific BPE marker handling bug is not the same as a generic AutoTokenizer loading issue." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Multimodal config initialization and non-persistent buffer corruption are unrelated." + "reason": "FP8 save_pretrained for MoE and processor artifact saving are different code paths." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Model FP8 save_pretrained behavior is not the same as processor.save_pretrained missing artifacts." + "reason": "Default multimodal config initialization is unrelated to non-persistent buffer filling in v5." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limits and AttentionInterface.register behavior are different problems." + "reason": "Category-count runtime error is unrelated to AttentionInterface.register semantics." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import failures, but they concern different packages and symbols with unrelated fixes." + "reason": "Different missing imports from different packages: transformers symbol vs huggingface_hub symbol." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is not the same as a GLM-5 RoPE implementation discussion." }, { "left": "issue:45071", @@ -14593,106 +14540,76 @@ "reason": "Type-checking breakage in PretrainedConfig is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "A wrong docstring is not the same as a RoPE implementation bug." + "reason": "Tokenizer_class mismatch and Qwen3.5 MoE from_pretrained failure are different issues." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "No concrete evidence ties the attention-interface behavior change to the DeepSeek accuracy regression." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer serialization metadata and Qwen3.5 MoE from_pretrained failure are different issues." + "reason": "Attention registration behavior is unrelated to a DeepSeek accuracy regression after upgrade." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained and the default max_shard_size setting are unrelated." + "reason": "FP8 MoE save_pretrained issue has nothing to do with max_shard_size defaults." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "A tokenizer-loading problem and a flash-attention generation issue are not the same bug." + "reason": "Generic tokenizer loading failure and Qwen3.5 flash-attention generation bug are different problems." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer regression and FP8 inference failure on B200 are unrelated code paths." + "reason": "Tokenization change across versions is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max_length handling are different issues, even if both touch generation/cache logic." + "reason": "GlmMoeDsaIndexer torch.split return values are unrelated to remote-code meta-init incompatibility." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "A DSA indexer split/value issue is unrelated to remote-code checkpoint meta-initialization compatibility." + "reason": "Generation kwarg update after sync_gpus is unrelated to cache max_cache_length handling." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation bookkeeping and Kosmos2.5 OCR indexing are unrelated." + "reason": "Generation bookkeeping bug is unrelated to Kosmos2.5 OCR long-input index error." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 is unrelated to missing chat-template support in a processor." - }, - { - "left": "issue:46305", - "right": "issue:46655", - "accept": false, - "reason": "An off-by-one sliding-window mask bug is unrelated to video processor padding calculation." + "reason": "FP8 inference on B200 is unrelated to missing chat template support in a processor." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video missing an attribute and MoonshineStreaming window masking are different model-specific bugs." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to missing processor save files." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Both mention DSA indexer, but one is about torch.split return values and the other is about a missing ReLU; different defects." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Sentence Transformers loading hangs and zero probabilities in siglip2 are unrelated." + "reason": "SAM 3 Video missing attribute is unrelated to MoonshineStreaming off-by-one masking." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "A DSA indexer split bug and a wrong position_ids docstring are unrelated." + "reason": "Sliding-window off-by-one and video padding calculation are different bugs, not one shared fix." } ] }, @@ -14711,19 +14628,19 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", "issue:33357", + "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42796", "issue:42831", @@ -14734,20 +14651,20 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43576", "issue:43644", "issue:43646", - "issue:43784", "issue:43824", "issue:44038", "issue:44188", "issue:44261", "issue:44263", "issue:44279", + "issue:44295", + "issue:44360", "issue:44373", "issue:44483", - "issue:44488", "issue:44568", + "issue:44623", "issue:44829", "issue:44945", "issue:45092", @@ -14766,15 +14683,19 @@ "issue:46402" ], "soft_pairs": [ + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44263|issue:44373", + "issue:30990|issue:38175", "issue:44279|issue:46328", - "issue:42907|issue:46050", "issue:42831|issue:45310", + "issue:42907|issue:46050", "issue:45092|issue:45357", "issue:45381|issue:46305", "issue:44829|issue:46002", - "issue:43644|issue:46305", - "issue:44483|issue:45406", "issue:44261|issue:45092", + "issue:44483|issue:45406", + "issue:43644|issue:46305", "issue:22355|issue:27957", "issue:42831|issue:44038", "issue:41628|issue:43824", @@ -14782,8 +14703,8 @@ "issue:42831|issue:45753", "issue:22355|issue:28218", "issue:39401|issue:44568", - "issue:27957|issue:30990", "issue:42886|issue:43066", + "issue:27957|issue:30990", "issue:42757|issue:45278", "issue:42886|issue:42994", "issue:44188|issue:44373", @@ -14792,219 +14713,222 @@ "issue:42796|issue:43122", "issue:43646|issue:46002", "issue:30990|issue:33357", - "issue:42907|issue:44945", - "issue:43576|issue:43784", - "issue:42371|issue:44263", - "issue:39401|issue:44488" + "issue:42907|issue:44945" ], - "prepared_review_unit_hash": "e903151dd21bbdc0e565906eb66b9ef44eb5941b980b41ceacde963e2efe8b2d", + "prepared_review_unit_hash": "d97b7cb674e84e340373f36c8e9c7a30745df953b73977f585de659091f9860d", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36175, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "soft_pair_count": 31, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer regressions, model-loading failures, quantization/saving bugs, and generation/runtime issues. None of the soft-edge pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is a grab bag of mostly unrelated Transformers issues: tokenizer regressions, import failures, save/load bugs, multimodal model quirks, and a few generation/attention problems. The overlaps are mostly superficial, so I don\u2019t see a true duplicate pair to merge.", + "confidence": 0.39, + "canonical_issue_reason": "No clear duplicate emerges; issue 45278 is the broadest umbrella-style report in the set, so it is the least-bad representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical for the cluster; the reports span different subsystems and failure modes, so consolidating them would be misleading.", + "best_issue_reason": "Issue 45278 is the most generally phrased, high-level regression report and best fits as a cluster representative, though the cluster is too heterogeneous for a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "One is a vague dependency problem; the other is a SequenceFeatureExtractor.pad performance issue. Different bugs." + "reason": "Different code paths: buffer/position_ids reading vs processor save_pretrained file emission." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Both involve saving, but one is dequantized Ministral/Devstral saving and the other is sinq quantized save_pretrained/from_pretrained. Different code paths." + "reason": "Same broad subsystem (DSA indexer) but distinct bugs: torch.split return values vs missing ReLU." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer bug vs docstring issue; no shared underlying defect." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated problems: loading hang in sentence transformers vs zero probabilities in a vision-language model." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue vs performance bug in SequenceFeatureExtractor.pad; not the same bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression vs Qwen3.5 from_pretrained error. Not the same defect." + "reason": "Different areas and symptoms: FP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern saving quantized/dequantized models, but the model states/backends differ enough that this is not clearly the same concrete bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-init incompatibility vs Qwen3.5 visual-encoder key saving regression. Different models and symptoms." + "reason": "Meta-initialization incompatibility for old remote-code checkpoints vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position ids bug vs MoonshineStreaming sliding-window off-by-one. Unrelated." + "reason": "Different models and code paths: Qwen2.5-VL video position_ids vs Moonshine streaming mask off-by-one." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with flash_attention_3 vs NaNs in classification heads after checkout/init. Different failure mechanisms." + "reason": "FlashAttention-3 training degeneration is not the same as NaNs in classification head init." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Non-persistent buffers junk on load vs sliding-window mask off-by-one. Unrelated." + "reason": "Layernorm epsilon precision discussion vs remote-code meta-init incompatibility; unrelated defects." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request handling vs Gemma4Processor missing _tokenizer. Different API surfaces." + "reason": "Serve/API request handling crash vs processor missing _tokenizer attribute; different failures." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue vs InternVL2 meta initialization incompatibility. Not the same bug." + "reason": "Non-persistent buffer initialization corruption vs sliding-window mask off-by-one; unrelated." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "ONNX import failure vs XLMRoberta Flash Attention 2 issue. Different subsystems." + "reason": "ONNX import failure vs Flash Attention 2 with XLM-Roberta; no shared bug." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug. No concrete overlap." + "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are different issues." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing imports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration. Separate export/import problems." + "reason": "Both are import errors, but for different missing symbols and different affected features." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Model-type warning for sam3_video/tracker vs sam3 text-encoder weights not loaded. Different issues." + "reason": "A warning about sam3_video/sam3_tracker mismatch is not the same as text encoder weights not loading." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression vs infinite loop on a specific image. Not the same underlying bug." + "reason": "Accuracy regression vs infinite loop on a specific image; unrelated symptoms and code paths." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX module import error vs tokenizer adds extra space after added token. Unrelated." + "reason": "ONNX module import vs tokenizer spacing after added token; unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping vs add_special_tokens not adding BOS/EOS. Both tokenizer-related but distinct behaviors." + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS addition)." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta vs Sentence Transformers stuck loading. Different symptoms and code paths." + "reason": "Offline cache loading failure vs tokenizer decoder type mismatch in v5; not the same concrete bug." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5. Separate tokenizer issues." + "reason": "Flash Attention 2 issue vs loading hang; no concrete overlap." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific is_offline_mode import error vs broad import errors after upgrade. Too general to be duplicates." + "reason": "Specific huggingface_hub import symbol removal vs broad import failures after upgrade; related theme but not the same bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache/offline loading vs quantized model saving failure. Different functionality." + "reason": "Tokenizer offline-cache loading vs quantized model save failure are different code paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs wrong docstring for position_ids. Different domains entirely." + "reason": "Attention-kernel divergence under torch.compile vs a docstring issue; clearly unrelated." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "sam3 model-type warning vs memory overflow in sam3-litetext. Different failure modes." + "reason": "Model-type mismatch warning vs memory overflow in sam3-litetext; different failures." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation sync_gpus state update bug vs D-FINE auxiliary-loss behavior. Unrelated." + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Ministral BPE marker handling vs version-to-version tokenization change. Both tokenizer regressions but not the same concrete defect." + "reason": "Tokenizer-specific BPE marker handling vs version-to-version tokenization differences; too broad and not clearly the same defect." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads after checkout/init. Different initialization problems." + "reason": "Custom model initialization breakage vs NaNs in classification heads; different underlying problems." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Stuck loading sentence-transformers vs MacOS bus error with a CLIP model. Not the same bug." + "reason": "Loading stall in one model setup vs MacOS bus error in another; unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model save failure vs incorrect output under pipeline parallelism. Different code paths." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken transformers env CLI vs NameError importing sentence-transformers with latest transformers. Both involve imports/packaging, but not one defect." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings API change vs torch.split return values in GlmMoeDsaIndexer. Unrelated." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Wrong offset mapping vs a model failing to load. Different bugs." + "reason": "Quantized save/dequantize failure vs pipeline-parallelism output corruption; different code paths." } ] }, @@ -15023,18 +14947,17 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:22355", - "issue:29127", "issue:29159", "issue:36296", "issue:39401", "issue:41628", - "issue:42175", + "issue:42371", "issue:42757", "issue:42907", "issue:43116", @@ -15043,6 +14966,7 @@ "issue:43408", "issue:43452", "issue:43475", + "issue:43576", "issue:43756", "issue:43784", "issue:43824", @@ -15052,17 +14976,18 @@ "issue:44060", "issue:44117", "issue:44222", + "issue:44263", "issue:44295", "issue:44297", "issue:44351", "issue:44360", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", "issue:44964", "issue:45200", @@ -15077,10 +15002,13 @@ "issue:46762" ], "soft_pairs": [ + "issue:43576|issue:43784", + "issue:42371|issue:44263", "issue:44295|issue:44297", + "issue:39401|issue:44488", + "issue:46172|issue:46762", "issue:42907|issue:44964", "issue:43976|issue:44945", - "issue:46172|issue:46762", "issue:43756|issue:44060", "issue:44117|issue:44704", "issue:42907|issue:43937", @@ -15096,233 +15024,237 @@ "issue:44038|issue:44297", "issue:42907|issue:43452", "issue:44038|issue:44295", - "issue:39401|issue:46614", - "issue:22355|issue:29159", "issue:45216|issue:45478", - "issue:43116|issue:45200", + "issue:22355|issue:29159", + "issue:39401|issue:46614", "issue:44038|issue:44222", + "issue:43116|issue:45200", "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:42757|issue:44351", "issue:36296|issue:43116", - "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:42175|issue:44938" + "issue:43278|issue:44945" ], - "prepared_review_unit_hash": "7d40ab6e6a04142ed8b59ae3c70583a04e5c7bb8a867b288f086af4589d607a1", + "prepared_review_unit_hash": "5c50af197bfa1fd1c1d83b984cbf61e484309fb925ad06dc82a20cc82ccf7e31", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36174, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36955, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a single duplicate set; it mixes unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, packaging issues, and training/runtime problems. I would not choose a canonical issue/PR for the cluster as a whole.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous; the soft-similarity pairs mostly share only broad subsystem or version context, not the same concrete bug. I reject all candidate duplicate edges.", + "confidence": 0.82, + "canonical_issue_reason": "If one issue must serve as the representative, issue:44521 is the best stand-in because it has the strongest engagement signal and is a clear user-facing regression report with multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical for the cluster; the closest broad import-error reports still don't cover the many tokenizer, model, and training bugs included here.", + "best_issue_reason": "Issue:44521 is the most actionable representative in this set: open, high-discussion, and tied to a reproducible API bug rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command vs sentence-transformers import NameError; unrelated symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs GlmMoeDsaIndexer split behavior; different subsystems." + }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Different bugs: reading a registered buffer vs tokenizer_class mismatch on save_pretrained." + "reason": "Position_ids buffer access error vs tokenizer save metadata mismatch; different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs loading a specific model; unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model/numerical issues (DeepSeek vs Minimax); not the same code path." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Unrelated: dequantized model saving vs loading a Phi-4 multimodal model/import failure." + "reason": "Quantized save failure vs Phi-4 multimodal load failure; unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Different problem classes: Python version compatibility vs incorrect output under pipeline parallelism." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "Both are numerical-model issues, but they affect different models/code paths and are not the same bug." + "reason": "Python version compatibility issue vs pipeline parallel output bug; unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific config bugs: RoPE layer count vs tied-weights warning." + "reason": "RoPE layer dropping vs tied-weights warning; different architecture bugs." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Different code paths: tokenizer mapping fallback vs AutoProcessor not forwarding kwargs." + "reason": "Tokenizer mapping None vs AutoProcessor kwargs propagation; different from_pretrained plumbing." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Unrelated: saving dequantized weights vs GLM-5 GenerationConfig validation." + "reason": "Save/dequantization bug vs invalid GenerationConfig; unrelated." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Different import/config failures with different root causes and modules." + "reason": "Sentence-transformers import NameError vs removed Sam3LiteText config references; different import failures." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "One is a specific AutoImageProcessor import issue; the other is a broad upgrade-related import breakage." + "reason": "Specific missing AutoImageProcessor export vs broad import-errors-after-upgrade report; not the same bug." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different failures: cached_file kwargs forwarding vs chat template handling for tool calls." + "reason": "cached_file kwargs propagation vs chat template crash on tool-call assistant messages; unrelated." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug vs multimodal assistant mask bug; different mechanics." + "reason": "offset_mapping regression vs multimodal assistant_masks bug; different tokenizer issues." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different issues: num_labels propagation vs flash_attention_3 training degeneration." + "reason": "num_labels propagation vs flash_attention_3 degenerate training; unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Completely unrelated: DSA indexer activation vs GLM-5 RoPE implementation." + "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; different model internals." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same family only by model name; one is a warning mismatch, the other is a missing attribute error." + "reason": "sam3_video/model-type warning vs missing fpn_position_embeddings attribute; different SAM3Video issues." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different tokenizer regressions affecting different features and models." + "reason": "General tokenization-version regression vs multimodal assistant_masks bug; not the same failure." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but the failures are different edge cases and not the same underlying bug." + "reason": "General tokenization regression vs continue_final_message bug in mistral_common tokenizer; different code paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer save_pretrained metadata mismatch." + "reason": "Qwen3-VL-Moe loading issue vs tokenizer save metadata mismatch; unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Different loading/saving paths: dequantized save issue vs gguf_file from_pretrained breakage." + "reason": "Dequantized-save bug vs gguf_file loading bug; unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different bugs in different areas; no shared concrete code-path problem." + "reason": "Qwen3-VL-Moe load issue vs position_ids buffer read error; unrelated." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Both involve tokenizer behavior, but one is offset mapping and the other is stale phonemizer language state." + "reason": "Qwen3.5 save_pretrained checkpoint regression vs from_pretrained error; related family but different concrete bugs." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "onnx import error vs slow/fast tokenizer inconsistency; unrelated." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Related model family, but save_pretrained regression and from_pretrained error are different concrete failures." + "reason": "Qwen3 offset mapping bug vs stale phonemizer backend state; unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Different issues: example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Qwen3-VL-Moe load issue vs FP8 save_pretrained bug; different model lifecycle problems." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Different moe-related bugs: model behavior/loading vs FP8 save_pretrained." + "reason": "Classification example empty results vs Gemma4 mm_token_type_ids defaulting; unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different root causes." + "reason": "Missing Qwen2.5-VL export vs missing HybridCache export; both import errors but different symbols and fixes." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Separate tokenizer regressions affecting different models and failure modes." + "reason": "Tokenization-version regression vs DeepSeek tokenizer regression; different model/tokenizer bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages/symbols; not the same issue." + "reason": "Missing huggingface_hub symbol vs missing transformers symbol; unrelated import failures." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Different training bugs with no shared underlying code path." + "reason": "Tensor parallel training bug vs classification example issue; unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different distributed/eval behavior bugs: dtype change vs pipeline-parallel output corruption." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "No overlap in failure mode: missing module import vs unclear LayoutLMv3 error message." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; not the same bug." + "reason": "dtype mismatch in evaluate vs wrong output under pipeline parallelism; different execution paths." } ] }, @@ -15341,25 +15273,25 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ + "issue:22355", "issue:28348", + "issue:29127", "issue:38617", - "issue:42222", + "issue:42175", "issue:42371", "issue:42673", "issue:42898", "issue:43066", "issue:43116", - "issue:43441", "issue:43493", "issue:43611", "issue:43618", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", @@ -15374,10 +15306,10 @@ "issue:44704", "issue:44779", "issue:44936", + "issue:44938", "issue:44995", "issue:45072", "issue:45083", - "issue:45092", "issue:45278", "issue:45357", "issue:45446", @@ -15392,20 +15324,24 @@ "issue:46710", "issue:46752", "issue:46762", - "issue:46829" + "issue:46829", + "issue:46877" ], "soft_pairs": [ + "issue:22355|issue:29127", + "issue:42175|issue:44938", "issue:43493|issue:45753", + "issue:46231|issue:46877", "issue:44188|issue:46328", "issue:43937|issue:44485", "issue:42898|issue:46614", "issue:38617|issue:45278", "issue:43066|issue:44779", - "issue:44355|issue:46231", "issue:43611|issue:46002", - "issue:43116|issue:43493", "issue:44038|issue:45478", + "issue:43116|issue:43493", "issue:43976|issue:45446", + "issue:44355|issue:46231", "issue:42673|issue:45072", "issue:45357|issue:45478", "issue:44625|issue:46002", @@ -15417,209 +15353,206 @@ "issue:44075|issue:44936", "issue:43066|issue:46710", "issue:28348|issue:46640", - "issue:44995|issue:46697", "issue:44263|issue:46762", - "issue:46614|issue:46752", - "issue:42222|issue:43441", - "issue:45092|issue:46762", - "issue:43827|issue:45446" + "issue:44995|issue:46697", + "issue:46614|issue:46752" ], - "prepared_review_unit_hash": "38f459bdd6d779149fec0c46fc55635b6f8a673dca79b9d122390e37e92e5c7f", + "prepared_review_unit_hash": "c27f305500e185762585ded02d1fa1ffa4c1f41013389bd90a972b3204e55497", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35180, - "estimated_input_tokens": 8795, - "estimated_eval_tokens": 17846 + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span unrelated bugs, regressions, docs issues, and model-specific failures across different subsystems. All soft edges look like superficial topic overlap rather than the same underlying issue/change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous, with no single bug or regression that meaningfully represents the others.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs/regressions, not a duplicate set. The only weakly adjacent items are a few v5/load/save/import regressions, but the pairwise evidence is still too broad to merge confidently.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: it describes widespread import failures after upgrading to Transformers 5.5.0, which is the closest fit for a representative issue in this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a good global representative because the pairwise matches are only broad thematic similarities, not concrete duplicates.", + "best_issue_reason": "issue:45278 is the best global representative because it captures a broad upgrade-related regression and can subsume some nearby import/load failures better than the more model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: missing module import vs. LayoutLMv3 error-message clarity." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: backend extra installation issue vs. Python 3.14 import/load failure." + }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and failure modes: SigLIP2 implementation discrepancy vs a Qwen3_5 infinite-loop image case." + "reason": "Different model bugs: SigLIP2 implementation mismatch vs. Qwen3_5 infinite loop on an image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation typo vs. import-time stdout diagnostics; not the same underlying bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Unrelated code paths: attention-kernel divergence under torch.compile vs feature-extractor padding performance." + "reason": "Attention-kernel branching bug vs. feature extractor padding performance issue." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same model family, but different concrete bugs: GenerationConfig validation vs RoPE implementation discussion." + "reason": "Same family (GLM-5) but different code paths: GenerationConfig validation vs. RoPE implementation." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change and stale phonemizer backend state are different subsystems and symptoms." + "reason": "Tokenizer cleanup behavior change vs. stale phonemizer backend state; unrelated." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a single missing symbol and the other is a broad upgrade-wide import breakage." + "reason": "Related only by upgrade/import symptoms; one is a specific ImportError, the other is a broad report of many import errors." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but the reported defects differ: decoder type regression vs incorrect DeepSeek outputs." + "reason": "Both mention tokenizer regressions in v5, but they describe different concrete failures and code paths." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." + "reason": "Model-loading regression from base_model_prefix vs. NaNs in classification heads; unrelated." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Different failures: base_model_prefix loading regression vs NaNs in classification heads after checkout/init." + "reason": "Same Qwen/MoE area, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 from_pretrained error; not clearly the same bug." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification script behavior is unrelated to SigLIP2 implementation parity." + "reason": "Example script multi-label output issue vs. SigLIP2 implementation discrepancy; unrelated." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both mention Qwen3.5/MoE loading, but the concrete bugs are not the same code-path problem." + "reason": "Python version compatibility issue vs. incorrect PyTorch version check in flex_attention; different bugs." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Python version support issue is unrelated to a flex_attention import-version check bug." + "reason": "Compiled-file execution error vs. a docstring parameter-name mismatch; unrelated." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatch CI failures in other models." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs. dtype mismatch in other models; different code paths." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained key regression and from_pretrained load failure are different directions and likely different fixes." + "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not enough to treat as the same bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug is unrelated to classification-head NaNs." + "reason": "num_labels propagation bug vs. NaNs in classification heads; unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 configuration guidance and a missing image-patch method are unrelated." + "reason": "Backend/install packaging issue vs. missing image-processor method; unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length helper behavior and flex_attention import gating are unrelated." + "reason": "Feature-extractor length helper behavior vs. flex_attention version gating; unrelated." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field issues, but they affect different models and different fields; not the same concrete bug." + "reason": "Both concern model output fields, but they affect different outputs and models." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label behavior is unrelated to a pipeline error-message regression." + "reason": "Example script classification behavior vs. pipeline translation-task error messaging; unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens weights in UMT5Encoder is unrelated to AutoProcessor kwargs forwarding." + "reason": "Both involve from_pretrained-related code, but one is missing weights and the other is kwarg forwarding in AutoProcessor; different issues." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD argument usage and trainer.evaluate after train are different trainer/optimizer problems." + "reason": "Optimizer argument handling vs. trainer evaluate-after-train failure; unrelated." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder regression and DeepSeek accuracy regression are not the same underlying issue." + "reason": "Tokenizer decoder-type regression vs. model accuracy regression; too broad to merge." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is an unspecified flash-attention issue." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding." + "reason": "Feature request for Flash Attention 2 support vs. a separate Flash Attention 2 issue; not the same concrete change/bug." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return-value handling in one model is unrelated to Minimax attention numerical differences." - }, - { - "left": "issue:46614", - "right": "issue:46752", - "accept": false, - "reason": "Stale phonemizer language state and empty-list chat templating are completely different bugs." + "reason": "Different numerical/model-internal bugs: torch.split return handling vs. attention output differences." }, { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure affect different models and paths." - }, - { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Meta-init incompatibility for old remote-code checkpoints is unrelated to Minimax attention numerics." + "reason": "GlmMoeDsa stale indexer cache crash vs. Swin2SR over-padding; unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "Documentation still mentioning pipeline() is unrelated to a flex_attention import-version bug." + "reason": "Tokenizer phonemizer state bug vs. empty-list chat-template crash; unrelated." } ] }, @@ -15638,10 +15571,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:33453", "issue:38617", @@ -15654,9 +15587,11 @@ "issue:43064", "issue:43122", "issue:43408", + "issue:43441", "issue:43450", "issue:43673", "issue:43742", + "issue:43827", "issue:43937", "issue:43986", "issue:44117", @@ -15664,13 +15599,12 @@ "issue:44380", "issue:44410", "issue:44466", - "issue:44484", "issue:44779", "issue:44829", - "issue:44877", "issue:44977", "issue:45071", "issue:45081", + "issue:45092", "issue:45216", "issue:45310", "issue:45341", @@ -15683,55 +15617,54 @@ "issue:45588", "issue:46002", "issue:46077", - "issue:46178", - "issue:46231", "issue:46298", "issue:46328", "issue:46512", "issue:46614", "issue:46655", - "issue:46752" + "issue:46752", + "issue:46762" ], "soft_pairs": [ + "issue:42222|issue:43441", + "issue:45092|issue:46762", + "issue:43827|issue:45446", "issue:43064|issue:43673", "issue:33453|issue:39401", "issue:42673|issue:42796", "issue:43937|issue:45563", "issue:44380|issue:46077", - "issue:45356|issue:46614", "issue:43673|issue:46328", + "issue:45356|issue:46614", "issue:42673|issue:46655", "issue:42222|issue:46752", "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:44466|issue:46002", - "issue:44410|issue:45310", "issue:39401|issue:44779", + "issue:44410|issue:45310", "issue:43937|issue:44977", "issue:45071|issue:46512", - "issue:45341|issue:45561", "issue:45341|issue:46328", + "issue:45341|issue:45561", "issue:43450|issue:43986", "issue:44829|issue:45216", "issue:44117|issue:45081", - "issue:38617|issue:41628", "issue:43408|issue:43742", + "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:42617|issue:45341", - "issue:45362|issue:46328", - "issue:44484|issue:45310", - "issue:42222|issue:46178", - "issue:44877|issue:46231" + "issue:45362|issue:46328" ], - "prepared_review_unit_hash": "42e9e0125c3610e46bb512f3da7306335a6f7e05b3cb9be26f1963bea77d7a1a", + "prepared_review_unit_hash": "9f96403bdaae4050e58641fc2e14ea0f51d58e42fe6d03e4905ba5628739cb24", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, @@ -15746,192 +15679,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs share broad themes like tokenizers, config/load failures, or video/model issues, but they do not look like the same underlying bug. No PRs are present. The broadest and most central issue is the v5 tokenization regression report.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43122 is the best umbrella candidate: it describes a broad tokenizer regression across versions, is clearly articulated, and has inbound references, whereas most other issues are narrower or unrelated.", + "summary": "This cluster is a loose collection of Transformers bug reports, with several tokenizer/v5-regression items but no true duplicate pairs among the soft edges. The best representative issue is the broad v5 tokenization regression report, issue 43122.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43122 is the most general, model-agnostic tokenizer regression report in the set and has inbound references, making it the best canonical issue anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most representative and actionable issue in this set for duplicate-triage purposes; it captures the general regression pattern better than the more model-specific or incidental bugs.", + "best_issue_reason": "Issue 43122 best captures the shared theme of v4-to-v5 tokenization regressions without being tied to a single model or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated code paths." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to Minimax attention numerical drift." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() and a flex_attention version check are unrelated." + }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Different failure modes and code paths: optimizer state/rank mismatch during training vs missing generation cache during chunked prefill." + "reason": "FSDP2 optimizer-state corruption and chunked-prefill cache absence are different bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both involve tokenizers, but one is a loading regression and the other is incorrect offset_mapping for Qwen3; not the same bug." + "reason": "Both are tokenizer bugs, but different models and symptoms, not one concrete defect." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multithreaded dataloader use vs tokenizer BPE-marker handling; unrelated symptoms and subsystems." + "reason": "VRAM leak in multi-threaded Qwen3 inference is unrelated to Ministral BPE marker handling." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error vs stale warning text for num_return_sequences; different bug classes." + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are separate generation issues." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Different attention issues: GPT2 backend scaling ignored vs Gemma4 building the wrong mask type." + "reason": "GPT2 attention scaling and Gemma4 bidirectional masking are different attention bugs." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Tokenizer codec handling regression vs phonemizer backend state not resetting; different components entirely." + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:45356", + "right": "issue:46614", "accept": false, - "reason": "Generation cache bug vs a padding performance inefficiency; not the same underlying problem." + "reason": "Kimi tokenizer codec regression and Wav2Vec2 phonemizer state leakage are different subsystems." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leak in dataloader threads vs incorrect video padding calculation; unrelated." + "reason": "VRAM leak in Qwen3 threads and SmolVLM video padding are unrelated." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Broken vitpose models vs apply_chat_template crashing on empty input; different layers and symptoms." + "reason": "VitPose breakage and empty-chat-template IndexError are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "One is an unexpected init_empty_weights argument, the other is PretrainedConfig type-checking; both v5-related but distinct." + "reason": "Unexpected init_empty_weights arg and PretrainedConfig type-checking breakage are distinct failures." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pin issue vs incorrect PyTorch version guard for AuxRequest; no common underlying bug." + "reason": "Released-version pinning and flex_attention version gating are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping returning None vs flash_attention.py crashing on sink-less models; unrelated failures." + "reason": "Tokenizer mapping fallback and flash_attention aux handling are different code paths." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights vs NaNs in classification heads; different behavior and code paths." + "reason": "lm_head serialization inconsistency and NaNs on checkout/init are unrelated." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; same family, different concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and concrete behavior." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Different tokenizer regressions for different models: Qwen3 offset mapping vs Deepseek incorrect results." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different bugs." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalidity vs flash-attention generation failure; distinct issues despite both touching generation." + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking breakage in v5.4.0 vs stale model.config.dtype after from_config; different config semantics." + "reason": "PretrainedConfig typing regression and stale config dtype after from_config are different issues." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:46328", "accept": false, - "reason": "Generic testing_utils bug vs a specific xdist race on captured_info.txt; not the same defect." + "reason": "Testing-utils bug and SequenceFeatureExtractor padding slowdown are unrelated." }, { "left": "issue:45341", - "right": "issue:46328", + "right": "issue:45561", "accept": false, - "reason": "Testing helper bug vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "Patched testing_utils bug and xdist file race are different testing failures." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shape vs crash loading video model without torchvision; both video-related but distinct." + "reason": "Video processor shape bug and AutoProcessor missing torchvision crash are distinct problems." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 vs Qwen3.5 checkpoint save regression; different code paths and symptoms." + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are different code paths." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None assumption vs _patch_mistral_regex backend_tokenizer AttributeError; both tokenizer infra, but not the same bug." + "reason": "Tokenizer mapping fallback and Mistral regex patch crash are unrelated tokenizer internals." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Two import errors in different symbols/modules; no evidence they share the same root cause." + "reason": "sam3 model-type warning and MobileLLM key error are unrelated loading issues." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "sam3_video/sam3_tracker warning mismatch vs MobileLLM-125M loading KeyError; separate model-loading issues." + "reason": "Both are import errors, but they involve different symbols and failure modes." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression vs a noisy logging message; clearly unrelated." + "reason": "Tokenizer regression and noisy logging message are not the same bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure vs a testing_utils bug; different areas." + "reason": "3d_parallel execution failure and testing-utils bug are unrelated." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash vs feature extractor padding performance; unrelated." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "Question about default shard size vs Qwen3.5 MoE loading failure; not the same underlying issue." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "Vitpose model breakage vs unsupported tensorflow_text backend mapping; different functionality." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Strict config loading failure vs documentation parameter name mismatch; one is behavior, the other is docs." + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor padding slowdown are unrelated." } ] }, @@ -15950,10 +15883,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:27957", "issue:38617", @@ -15973,7 +15906,6 @@ "issue:43874", "issue:43931", "issue:43937", - "issue:43986", "issue:44038", "issue:44075", "issue:44220", @@ -15987,24 +15919,28 @@ "issue:44493", "issue:44496", "issue:44829", + "issue:44877", "issue:44933", "issue:45003", "issue:45071", "issue:45278", + "issue:45310", "issue:45341", "issue:45464", "issue:45478", "issue:45542", "issue:45656", - "issue:45753", "issue:46172", + "issue:46178", "issue:46209", "issue:46231", - "issue:46369", "issue:46617", "issue:46762" ], "soft_pairs": [ + "issue:44484|issue:45310", + "issue:42222|issue:46178", + "issue:44877|issue:46231", "issue:42371|issue:44261", "issue:43937|issue:44496", "issue:39401|issue:46209", @@ -16024,240 +15960,230 @@ "issue:45071|issue:45542", "issue:44483|issue:45464", "issue:44484|issue:45478", + "issue:43874|issue:44261", "issue:44360|issue:46172", "issue:44263|issue:46172", - "issue:43874|issue:44261", "issue:43012|issue:43577", "issue:27957|issue:43352", "issue:43931|issue:44038", "issue:43441|issue:44829", "issue:43097|issue:43452", - "issue:45003|issue:45341", - "issue:43986|issue:45341", - "issue:44933|issue:46231", - "issue:44261|issue:44485", - "issue:45753|issue:46369" + "issue:45003|issue:45341" ], - "prepared_review_unit_hash": "6b2a9bff46fde6e0463ffe6e696f88a309f75ccc0c5e3ddc8bc9fa623556202e", + "prepared_review_unit_hash": "8cfea959c8f1ea0c9c83806adbdf0617c852f0a36ced2adcdb5348c21b8d1ee1", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36740, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "soft_pair_count": 31, + "serialized_chars": 36446, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct regressions or feature gaps across unrelated subsystems, and the soft candidate pairs mostly only share a broad area like \"tokenizers\", \"imports\", or \"FlashAttention\". I would not deduplicate any of the proposed pairs.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated bugs and release regressions (imports, tokenization, model loading, FlashAttention, dtype/precision, API behavior).", + "summary": "This cluster is mostly a loose collection of Transformers v5/v5.4/v5.5 regressions across imports, tokenization, model loading, and backend behavior. None of the soft pairs look like true duplicates on the available evidence; the broad upgrade-related import-regression report is the best umbrella issue.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: it describes many import errors after a version upgrade, which matches the cluster\u2019s strongest recurring theme better than any model-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as an umbrella representative, because none of the issues covers the same underlying bug or change across the set.", + "best_issue_reason": "issue:45278 is the best global representative because it captures a common cross-cutting regression class (post-upgrade import breakage) that plausibly covers several nearby reports, even though the overall cluster is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: shard-size default behavior vs a Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a tensorflow_text backend registry error are unrelated failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading strictness vs a documentation parameter-name typo." + }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an MLA RMS norm precision bug are unrelated code paths." + "reason": "TF32 API guidance and an rms_norm_eps precision bug are not the same code-path problem." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "One is a GenerationConfig validation error; the other is an unrecognized model/config issue." + "reason": "Invalid GenerationConfig handling is distinct from missing model_type in config.json." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer offset mapping and FP8/B200 inference support are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5-MoE from_pretrained loading errors are different failures." + "reason": "Missing qwen3next projections is a model-architecture issue, not the same as Qwen3.5-MoE loading failure." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 configuration behavior and cache FileNotFoundError are different problems." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "MLA layernorm epsilon precision drift and Minimax reference-vs-implementation differences are different bugs." + "reason": "RMS norm epsilon precision drift is not the same as Minimax MSA numerical differences." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing image_utils import may be one symptom of a broader release break, but this is not clearly the same underlying bug." + "reason": "Both involve imports, but one is a specific missing image_utils import while the other is a broad upgrade regression report." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." + "reason": "An import error from configuration_utils and a fbank feature extraction bug are unrelated." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD argument handling and a double optimizer.step() with deepspeed are different optimizer bugs." + "reason": "Unused SGD arguments and duplicate optimizer stepping are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but the reported failures are not the same concrete bug." + "reason": "Both are tokenizer regressions, but the concrete symptoms differ too much to treat as the same bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue and a RoPE implementation issue are distinct." + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are separate GLM issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regressions." + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are not the same failure." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling and a testing_utils bug are unrelated." + "reason": "Generation cache regression and a testing_utils bug do not share the same underlying defect." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type checking are unrelated." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are distinct API regressions." }, { "left": "issue:43931", - "right": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both mention Qwen3-VL, but one is a weight-shape mismatch and the other a model-specific loading bug." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Vitpose model breakage and a TensorBoard-without-TF backend error are unrelated." + "reason": "VitPose breakage is unrelated to the undefined TensorFlow backend caused by tensorboard-only installs." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking and TensorFlow backend detection are unrelated." + "reason": "Type-checking regressions and backend-install detection are separate issues." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is a generic request acceptance failure and the other is a streaming inference issue on a specific model." + "reason": "General chat/completions rejection and Qwen3.5-0.8B streaming failure are not the same bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A max_shard_size question and a Qwen3.5-MoE from_pretrained error are unrelated." + "reason": "Shard-size behavior and Qwen3.5-MoE from_pretrained errors are unrelated." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "A DSA indexer ReLU omission and a deepseek-v4 dtype/transpose issue are unrelated." + "reason": "Missing get_number_of_image_patches and rms_norm_eps precision mismatch are different multimodal/model bugs." }, { - "left": "issue:44263", + "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "torch.split return values and deepseek-v4 tensor casting/transposition are different bugs." + "reason": "DSA missing ReLU and a deepseek-v4 transpose/dtype issue are not the same code path." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "GLM46V image patch counting and MLA layernorm epsilon precision are unrelated." + "reason": "torch.split return handling and deepseek-v4 tensor transpose logic are unrelated." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch bfloat16 warning and BLIP2 dtype fields staying float32 are different precision/loading issues." + "reason": "A compile-time float32 warning and Blip2 dtype propagation bug are distinct precision issues." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "FlashAttention 2 support request for XLM-Roberta and Nemotron lacking FA2 support are not the same bug." + "reason": "Flash Attention 2 support issues for different models are not duplicates without a shared concrete failure mode." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Duplicate pair already considered above; still not the same concrete loading failure." + "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe loading issues are model-specific but not the same defect." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failures on different models/versions and a degenerate training bug with flash_attention_3 are not the same issue." + "reason": "Ministral FlashAttention failure and flash_attention_3 training degeneration are different problems." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config attribute and gguf_file/from_pretrained breakage are unrelated." + "reason": "Embedding-tie removal and gguf_file/from_pretrained loading breakage are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "AutoProcessor without torchvision and a testing_utils bug are unrelated." - }, - { - "left": "issue:44933", - "right": "issue:46231", - "accept": false, - "reason": "Missing image_utils import and a documentation mismatch for set_training() are unrelated." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "MLA layernorm epsilon precision and GLM-5 RoPE implementation are different code paths." - }, - { - "left": "issue:45753", - "right": "issue:46369", - "accept": false, - "reason": "Infinite-loop behavior on a specific image and a memory overflow in sam3-litetext are unrelated model bugs." + "reason": "sys.modules access safety and a testing_utils bug are different defects." } ] }, @@ -16276,15 +16202,14 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:38617", "issue:42757", "issue:42890", - "issue:42907", "issue:43012", "issue:43064", "issue:43097", @@ -16298,16 +16223,16 @@ "issue:44038", "issue:44062", "issue:44117", + "issue:44261", "issue:44263", "issue:44315", "issue:44351", "issue:44380", "issue:44410", "issue:44484", - "issue:44655", + "issue:44485", "issue:44704", "issue:44936", - "issue:44938", "issue:44987", "issue:45103", "issue:45341", @@ -16319,9 +16244,9 @@ "issue:46050", "issue:46123", "issue:46172", - "issue:46178", "issue:46298", "issue:46365", + "issue:46369", "issue:46421", "issue:46655", "issue:46664", @@ -16331,18 +16256,21 @@ "issue:46821" ], "soft_pairs": [ + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", "issue:44117|issue:44987", "issue:43874|issue:44263", "issue:43531|issue:45341", "issue:45440|issue:46172", "issue:43673|issue:46123", "issue:43097|issue:45588", + "issue:38617|issue:42757", "issue:44410|issue:45375", "issue:44038|issue:44410", - "issue:38617|issue:42757", "issue:43986|issue:45372", - "issue:43097|issue:46050", "issue:43064|issue:44315", + "issue:43097|issue:46050", "issue:43986|issue:44484", "issue:46655|issue:46664", "issue:46298|issue:46752", @@ -16356,220 +16284,210 @@ "issue:43502|issue:43992", "issue:44936|issue:46365", "issue:44704|issue:45103", - "issue:44380|issue:46421", - "issue:44938|issue:46178", - "issue:43986|issue:44117", - "issue:42907|issue:44655", - "issue:42907|issue:45753" + "issue:44380|issue:46421" ], - "prepared_review_unit_hash": "4fd05ce3bc5be051d164d632d1e2a854b3ce63d7bb1439c80d3aa4a33ede7021", + "prepared_review_unit_hash": "972a314753d13ed3da2acfb5d1a3db4d9ad6a2954b9753283499d0b27896078c", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36469, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many items share broad Transformers/model-loading language, but the soft pairs do not appear to describe the same underlying bug or change. I would not merge any of the soft-edge pairs as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43873 is the strongest anchor in the set: it is open, has the most discussion, and describes a concrete user-facing runtime bug around quantization/offloading rather than a vague API or test complaint.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated bugs across imports, model configs, trainer behavior, processors, and cache paths, so there is no safe duplicate merge candidate.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue: the items do not share one underlying bug; they are only textually similar in broad areas like loading, cache, or model-specific errors.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to keep as the representative anchor because it is active, substantive, and specific enough to stand on its own; the rest of the cluster is too diverse to serve as duplicate candidates.", + "best_issue_reason": "No single best issue for a duplicate cluster; if one had to be picked for clarity, issue 43986 is the most well-scoped standalone report, but it is not representative of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems and symptoms: AutoProcessor/torchvision crash vs a testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-specific, but one is a missing config epsilon in MLA and the other is GLM-5 RoPE behavior; not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen3_5 infinite loop on an image vs SAM text model memory overflow." + }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but one is a tokenizer mapping None assumption and the other is a model-loading failure for a specific repo; different root causes and code paths." + "reason": "Both involve loading, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a specific model load failure; not one code-path bug." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both touch GLM, but one is a missing image-processor method and the other is a torch.split/indexer bug; not the same defect." + "reason": "Unrelated GLM issues: missing image-patch API vs torch.split return-value handling." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated issues." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils issue." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek-family models, but one is a remote/native implementation divergence and the other is a specific dtype/transpose problem in deepseek-v4." + "reason": "Different DeepSeek bugs in different implementation areas; not mergeable as one fix." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache in v5.0.0 and the other is a mask pipeline batch-finalization bug." + "reason": "Cache initialization during chunked prefill is unrelated to the mask pipeline partial-batch drop." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "API removal for tie_embeddings_and_encoder_decoder is unrelated to the flash_attention s_aux=None crash." + "reason": "A removed config flag and a flash_attention crash are different problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3 variants, but one reports missing attention projections and the other a config field being dropped by strict serialization." + "reason": "Both mention Qwen3, but one is missing attention projections and the other is a config field dropped by strict handling." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both concern Qwen3 models, but one is a broad transformers 5.0 bug and the other is a specific missing-projection bug in qwen3next." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "These are different ImportErrors involving different modules and symbols; they are not the same breakage." + "reason": "A generic transformers/Qwen3-VL-Moe bug is not the same as a missing projection-layer bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are import/load failures, but one is missing torchvision for video processing and the other is a mistral_common symbol mismatch; distinct dependencies and failure modes." + "reason": "Different optional-dependency import crashes affecting different processors and packages." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "One is an API removal regression and the other is quantized save/load corruption; not the same underlying bug." + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel application with model_init." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Trainer FSDP2 optimizer-state corruption and Liger Kernel not applied with model_init affect different code paths and fixes." + "reason": "A removed embedding-tie flag and a quantization save/load regression are different code paths." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "A processor-loading crash and a save_pretrained shard-size question are unrelated." + "reason": "AutoProcessor dependency handling is unrelated to save_pretrained shard-size behavior." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video processor bugs, but one is padding calculation and the other is num_frames semantics; related area, different bug." + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an IndexError on empty chat templates are unrelated." + "reason": "Noisy logging and empty-chat-template IndexError are unrelated." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A test seeding problem and a logging message issue are different classes of fixes." + "reason": "Seed-related test flakiness is unrelated to logging noise." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek tensor-shape bug vs accuracy regression after upgrade; the symptoms and likely fixes differ." + "reason": "Different DeepSeek complaints: a tensor conversion/transposition bug vs an accuracy regression." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing names from different packages and release surfaces." + "reason": "Both are import-name failures, but for different transformer symbols and different underlying API removals." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "API removal around tie_embeddings_and_encoder_decoder is unrelated to quantization/offloading behavior." + "reason": "Removed tie-embeddings behavior and quantization offloading are not the same bug." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer-mapping-None are separate tokenizer loading bugs." + "reason": "Tokenizer AddedToken argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A bfloat16 warning and a TimesFM window_size AttributeError are unrelated." + "reason": "A PyTorch precision warning and a window_size AttributeError are unrelated." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure do not share the same bug." + "reason": "Tokenizer mapping assumptions are unrelated to the DiffusionGemma image-text pipeline failure." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Ignoring local_files_only and a missing embed_tokens.weight on UMT5Encoder are different from different loading layers." + "reason": "Local-files-only network leakage is not the same as missing embed_tokens weights on load." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() failing after train and inability to import Trainer due to datasets are not the same issue." + "reason": "trainer.evaluate() after train and an import conflict with datasets are different issues." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Kwarg passthrough to cached_file and an auto_docstring annotations crash are unrelated." + "reason": "Kwargs forwarding to cached_file is unrelated to the auto_docstring annotations crash." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling with SDPA/FlashAttention and chunked-prefill cache recompilation are different code-path problems." - }, - { - "left": "issue:44938", - "right": "issue:46178", - "accept": false, - "reason": "Python 3.14 load failure and a BACKENDS_MAPPING tensorflow_text error are different compatibility issues." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Processor import crash without torchvision and tokenizer mapping None are distinct failures." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Saving a dequantized model and saving Pipeline objects are different save_pretrained problems." - }, - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "Dequantized save/load corruption and Qwen3_5 infinite-loop behavior on a specific image are unrelated." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." } ] }, @@ -16588,39 +16506,38 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:36683", "issue:38617", "issue:42175", "issue:42490", "issue:42757", - "issue:42994", + "issue:42907", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43299", "issue:43352", "issue:43502", "issue:43526", "issue:43550", "issue:43582", "issue:43618", - "issue:43756", "issue:43761", "issue:43824", "issue:43825", - "issue:43867", "issue:43906", "issue:43976", + "issue:43986", "issue:43992", "issue:44038", "issue:44077", + "issue:44117", "issue:44162", "issue:44222", "issue:44230", @@ -16628,20 +16545,25 @@ "issue:44380", "issue:44483", "issue:44484", - "issue:44485", "issue:44514", - "issue:44625", "issue:44655", + "issue:44938", "issue:45478", "issue:45479", "issue:45584", "issue:45712", + "issue:45753", "issue:46132", "issue:46172", + "issue:46178", "issue:46298", "issue:46365" ], "soft_pairs": [ + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", "issue:43825|issue:44655", "issue:45712|issue:46298", "issue:43208|issue:43550", @@ -16668,226 +16590,222 @@ "issue:43618|issue:44380", "issue:38617|issue:43502", "issue:44038|issue:44230", - "issue:43618|issue:43761", - "issue:42994|issue:44655", - "issue:43756|issue:44485", - "issue:43299|issue:43867", - "issue:44625|issue:46365" + "issue:43618|issue:43761" ], - "prepared_review_unit_hash": "90bd856dbc2972dbfaf0ccd375486ed4bcb49b757a3b09c3b18a0759668ce3ca", + "prepared_review_unit_hash": "dfcb73a118ff9da244330d2595f3374d4881392f5bbfec6047d33d7354501d85", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36144, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "serialized_chars": 36220, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of mostly unrelated Transformers issues, centered loosely around v5 regressions, import/API breakages, and model-specific bugs. None of the soft pairs look like true duplicates of the same underlying fix.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 43097 is the broadest, clearest user-facing v5 breaking-change report in the set, so it is the best single canonical representative of the cluster theme.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports that share broad regression or import-error wording, but the concrete failure modes differ. None of the soft pairs look like true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44380 is the most connected node in the soft-pair graph and is a concrete, reproducible code-path bug around attention backends, making it the best representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest overall issue candidate because it captures a general v5 regression with wide compatibility impact, unlike the more model-specific or narrowly scoped reports.", + "best_issue_reason": "issue:44380 is the most actionable standalone report in the set and the closest thing to a hub, so it is the best issue to keep as the representative tracker for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failure classes: Python 3.14 import/load issue vs a tensorflow_text backend validation error." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "One is an AutoProcessor/torchvision crash; the other is a tokenizer mapping None-handling bug. Not the same code path." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained. Different objects and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to a Qwen3.5 infinite loop on a specific image." + }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Both mention pipeline-related behavior, but one is about an error message for unsupported translation tasks and the other about saving Pipeline objects; different bugs and fixes." + "reason": "Pipeline task support error vs saving Pipeline objects; unrelated behavior." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is about leftover dummy classes leaking into the package API; right is just a noisy logging message. Not the same issue." + "reason": "Left is repo hygiene/dummy class leakage; right is a noisy log message. Not the same bug." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model families and failure modes: xLSTM training blockers vs Bamba torch.compile with SDPA." + "reason": "xLSTM training bugs vs Bamba torch.compile+SDPA failure; different models and defects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Both involve compilation/warnings, but one is a generic bfloat16 precision warning and the other is a Bamba SDPA compile failure." + "reason": "A bfloat16 compile warning is not the same as a model-specific torch.compile SDPA failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are different warnings with different triggers and code paths: PyTorch float32 precision warning vs tie_word_embeddings warning." + "reason": "Warning emitted during compile vs repeated tie_word_embeddings warning in a LoRA fine-tuning workflow; not the same issue." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "One is a missing checkpoint key in UMT5Encoder, the other is a save_pretrained shard-size question. Not duplicates." + "reason": "Missing embed_tokens weight on load is unrelated to max_shard_size default behavior during save_pretrained." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not shown to be the same concrete bug." + "reason": "Tokenizer decoder type regression and an isolated reproduction of another issue are not the same concrete bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support for a Nemotron model is unrelated to a Python version compatibility break in Transformers 5.1.0." + "reason": "Flash Attention support error for NemotronH vs a Python-version compatibility report; unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both mention attention backends, but one is unsupported Flash Attention 2.0 for Nemotron and the other is GPT2 attention scaling being ignored; different fixes." + "reason": "Nemotron FlashAttention support and GPT2 attention scaling in SDPA/FlashAttention are different model-specific bugs." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config attribute warning is unrelated to a generic noisy logging message." + "reason": "Removed API warning/behavior change vs a noisy logging message; no shared underlying defect." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated model-specific problems." + "reason": "ESM2 model breakage and a DeepSeek tensor transpose issue are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 SDPA/FlashAttention scaling behavior and AttentionInterface.register behavior changes are different code paths and symptoms." + "reason": "Both touch attention code, but one is GPT2 attention scaling config being ignored and the other is AttentionInterface.register changing callback behavior; different code paths." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription failure is unrelated to an import failure for Trainer caused by datasets." + "reason": "Whisper empty-transcription generation failure vs Trainer import affected by datasets; unrelated subsystems." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "A patchtsmixer post_init policy issue does not match the Trainer import conflict." + "reason": "patchtsmixer post_init validation and Trainer import conflict with datasets are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve MoE/FP8 model workflows, but one is about saving and the other about loading; not enough evidence of the same fix." + "reason": "FP8 save_pretrained moe issue vs Qwen3.5 MoE from_pretrained error; similar model family, but different operation and failure." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError have nothing in common." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention scaling under backend changes is unrelated to a degenerate zero-loss classification issue." + "reason": "Attention scaling ignored in backends is unrelated to degenerate zero loss in sequence classification with num_labels=1." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Packaging/backend dependency selection and Trainer import failure due to datasets are different dependency issues." + "reason": "Backend dependency packaging issue vs Trainer import conflict with datasets; different causes." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling config loss under SDPA/FlashAttention." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and upstream APIs; no evidence of one underlying bug." + "reason": "Two separate import errors for different symbols/packages; not the same missing-export bug." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path slash warning and bfloat16 compile warning are unrelated." + "reason": "Local-path trailing-slash warning and bfloat16 compile warning are unrelated warnings." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are separate issues." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated model/processor bugs." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions API rejection and batched apply_chat_template padding crash are different request paths." + "reason": "Chat completions API rejection and Qwen2_5_VLProcessor batching crash are different request-handling paths." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Missing CLIPOutput attentions and GPT2 attention-scaling behavior are both attention-related but not the same bug." + "reason": "CLIPOutput attentions assignment regression and GPT2 attention scaling being ignored are different attention-related defects." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "An import symbol removal and unwanted network requests with local_files_only=True are unrelated." + "reason": "Missing import symbol from configuration_utils is unrelated to local_files_only still triggering API requests." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3/VL MoE and fp8, but one is a load-time bug and the other is fp8 inference support; not the same concrete change." + "reason": "Qwen3-VL-Moe compatibility and fp8 inference support are not the same bug." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; insufficient evidence they share one fix." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Quantized model saving and saving Pipeline objects are distinct save_pretrained problems." - }, - { - "left": "issue:43756", - "right": "issue:44485", - "accept": false, - "reason": "Smollm3 RoPE layer drop and GLM-5 RoPE implementation discussion are model-specific and not the same bug." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Qwen3VL-Moe loading failure and a state_dict sorting load error are different loading issues." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and the Trainer import conflict are unrelated." + "reason": "Missing attentions field and hidden_states=None despite output_hidden_states=True are distinct output-regression bugs." } ] }, @@ -16906,37 +16824,37 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:29870", "issue:33453", "issue:36010", "issue:36296", "issue:36683", - "issue:41669", "issue:42757", - "issue:42890", + "issue:42994", "issue:43010", "issue:43064", "issue:43208", + "issue:43299", "issue:43352", "issue:43475", "issue:43525", - "issue:43575", "issue:43611", "issue:43618", + "issue:43756", "issue:43867", "issue:43937", "issue:43976", "issue:43992", "issue:44075", "issue:44077", - "issue:44246", "issue:44355", "issue:44483", + "issue:44485", "issue:44492", "issue:44625", "issue:44655", @@ -16950,18 +16868,22 @@ "issue:45290", "issue:45310", "issue:45375", - "issue:45561", - "issue:45850", "issue:46050", "issue:46077", "issue:46082", "issue:46202", "issue:46365", "issue:46829", - "issue:46851" + "issue:46851", + "issue:46877" ], "soft_pairs": [ + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:44355|issue:46877", "issue:36683|issue:43475", "issue:36010|issue:42757", "issue:43352|issue:43937", @@ -16984,250 +16906,238 @@ "issue:44075|issue:46365", "issue:44908|issue:46851", "issue:29870|issue:33453", - "issue:44355|issue:44855", "issue:44938|issue:45071", + "issue:44355|issue:44855", "issue:43867|issue:46202", "issue:36683|issue:43064", - "issue:43867|issue:45375", - "issue:42890|issue:45561", - "issue:41669|issue:44246", - "issue:43010|issue:45850", - "issue:36296|issue:43575", - "issue:43618|issue:44077", - "issue:43010|issue:43976" + "issue:43867|issue:45375" ], - "prepared_review_unit_hash": "b1c6a0cf5c1e95a747ef8da4f785f46f0a8763d5e5883464755b24b972afdcb9", + "prepared_review_unit_hash": "23b35ecd078753f21f06637d14a3cae18e6d4a19e9d3bd2d7b2414c25600d2c5", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37544, - "estimated_input_tokens": 9386, - "estimated_eval_tokens": 19028 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster, not a true duplicate set: the items span unrelated import, config, save/load, training, chat, and performance regressions. None of the soft pairs are safe duplicate merges.", - "confidence": 0.81, - "canonical_issue_reason": "No safe canonical issue: the titles cover multiple unrelated bug families, so merging them would overfit the similarity signal.", + "summary": "This is not a true duplicate cluster: the items span unrelated regressions in model configs, serialization, import-time failures, and runtime behavior. All soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45216 is the cleanest representative anchor: it is a concrete, version-bounded regression with a specific save_pretrained checkpoint failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the most connected issue in the set and a concrete bug report, but it still does not subsume the rest of the cluster.", + "best_issue_reason": "issue:45216 is the best single issue to anchor discussion because it is well-scoped, reproducible, and explicitly tied to a release regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 layer-dropping and the other is GLM-5 implementation discussion; different bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save_pretrained, but one is quantized-model saving and the other is Pipeline serialization; different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL load regression vs generic sorted-state_dict loading failure; same broad area, different root causes." + }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but different bugs: embedding resize vs attention masking." + "reason": "Both are Gemma4 bugs, but one is embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "num_labels propagation bug vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors vs import-time docstring lint output; unrelated failure modes." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different architectures and failures; both are missing attributes, not the same defect." + "reason": "Missing config attribute in Gemma3 vs missing output field in SAM 3 Video; different models and attributes." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but from different removed symbols and packages." + "reason": "Both are import errors, but they come from different missing symbols and different dependency breakages." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Unrelated model-specific issues: Flash Attention support vs GenerationConfig validation." + "reason": "Flash Attention 2 support error vs invalid GenerationConfig; unrelated." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both touch chat APIs, but one is request validation and the other template tokenization." + "reason": "Chat/completions request rejection vs apply_chat_template crash on tool-call messages; different surfaces." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Different loading/saving paths; one is base_model_prefix loading, the other pipeline serialization." + "reason": "base_model_prefix loading regression vs Pipeline save_pretrained failure; different object lifecycle paths." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load, but pipeline saving and quantized roundtrip are distinct bugs." + "reason": "Both touch serialization, but Pipeline saving and sinq quantized roundtrip are distinct problems." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Both mention config-ish issues, but they affect different model classes and checks." + "reason": "Gemma3 vocab_size bug vs patchtsmixer post_init validation change; unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Different checkpoint/load failures with no shared code-path evidence." + "reason": "Sorted-state_dict load issue vs save_pretrained checkpoint regression; not the same underlying bug." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility problems, but for different releases and failure modes." + "reason": "Both are Python-version compatibility issues, but they affect different versions and fail for different reasons." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma/Qwen problems: label propagation versus attention-mask construction." + "reason": "num_labels propagation bug vs Gemma4 bidirectional attention masking; unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are config-related, but one is attention behavior and the other head-dim validation." + "reason": "Gemma4 attention-mask behavior vs LlamaConfig head_dim validation; different code paths." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different model families and different save/load regressions." + "reason": "CLIPOutput attentions assignment bug vs Qwen3.5 checkpoint save regression; unrelated." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "Completely different subsystems: xLSTM training bugs vs VideoPrism output wiring." + "reason": "xLSTM training bugs vs VideoPrism output field mismatch; unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-config-field reports, but for different models and attributes." + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; different models and fixes." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Same broad config theme, but not the same missing field or failure path." + "reason": "Both are config-propagation bugs, but they affect different models and fields." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Different failures: generation mask initialization vs tensor-parallel training." + "reason": "BART generate decoder mask bug vs tensor-parallel training bug; unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained issues, but on different models and missing-state behavior." + "reason": "Missing embed_tokens.weight in UMT5Encoder vs Qwen3.5 MoE load error; different model-loading failures." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer state corruption and a cache-strategy typo are unrelated." + "reason": "FSDP optimizer-state bug vs typo in cache strategies; unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no-grad semantics and broad import errors are separate problems." + "reason": "Cache update no_grad issue vs broad import failures after upgrade; unrelated." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling and Trainer import failure are unrelated." + "reason": "Optimizer argument handling vs Trainer import conflict; unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs handling and variable-length position_ids are different code paths." + "reason": "Scheduler kwargs ignored vs variable-length position_ids behavior; different subsystems." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generation mask bug and tokenizer-loading regression do not match." + "reason": "BART generate decoder-mask error vs tokenizer loading regression; unrelated." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Both are import-related, but compiled Python errors and torch.jit parsing are distinct." + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking breakage; different regressions." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Python 3.14 load failure and type-checking breakage are different regressions." + "reason": "Both are import-time failures, but compiled-file execution and @torch.jit.script parsing are distinct causes." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Different model roundtrip bugs: state_dict ordering versus Gemma pipeline roundtrip." + "reason": "Generic load-model error vs Gemma pipeline roundtrip failure on a token; unrelated." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Config attribute missing versus distributed optimizer-state mismatch; no shared bug." + "reason": "Gemma config attribute bug vs FSDP optimizer-state bug; unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different config/loading problems in unrelated model families." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Both are test flakiness, but one is seeding and the other xdist file races." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": false, - "reason": "Performance-related, but one is a concrete import-star cleanup and the other is a vague slow-import report." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "Specific cache update semantics versus a generic complaint about v5 breakage." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Both mention parallelism, but tensor-parallel training and TP load OOM are different defects." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache update semantics and Python-version support are unrelated." + "reason": "State_dict load error vs missing deepstack_visual_indexes field; different bugs." } ] }, @@ -17246,37 +17156,37 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:28282", - "issue:29870", "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", + "issue:41669", "issue:42548", "issue:42890", "issue:42898", "issue:43010", "issue:43065", "issue:43232", - "issue:43299", "issue:43502", + "issue:43575", "issue:43576", "issue:43618", "issue:43723", "issue:43824", - "issue:43827", "issue:43867", "issue:43874", + "issue:43976", "issue:43992", "issue:44062", + "issue:44077", "issue:44112", "issue:44222", + "issue:44246", "issue:44351", "issue:44355", "issue:44360", @@ -17285,15 +17195,15 @@ "issue:44556", "issue:44734", "issue:44749", - "issue:44961", "issue:44964", - "issue:45071", "issue:45125", "issue:45357", "issue:45375", "issue:45440", "issue:45478", + "issue:45561", "issue:45600", + "issue:45850", "issue:46132", "issue:46285", "issue:46617", @@ -17301,6 +17211,12 @@ "issue:46726" ], "soft_pairs": [ + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", "issue:43992|issue:45478", "issue:43867|issue:45357", "issue:28282|issue:33453", @@ -17326,248 +17242,228 @@ "issue:45125|issue:45375", "issue:42548|issue:44351", "issue:46664|issue:46726", - "issue:43010|issue:43232", - "issue:43502|issue:44961", - "issue:30990|issue:31795", - "issue:43502|issue:44222", - "issue:43827|issue:44961", - "issue:30333|issue:36296", - "issue:43299|issue:44556", - "issue:29870|issue:31795", - "issue:44355|issue:45071" + "issue:43010|issue:43232" ], - "prepared_review_unit_hash": "4b53b9a0a2d4c5d0f31653fcbf10c67122a540bb4f63b67968dfaea53d3f1636", + "prepared_review_unit_hash": "c0416d2d6f3368c52932de230d430a7c4d82d9a43b23656a9baad63032dc1e23", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37605, - "estimated_input_tokens": 9402, - "estimated_eval_tokens": 19060 + "soft_pair_count": 32, + "serialized_chars": 36956, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues spanning loading, generation, docs, quantization, CI, and model-specific regressions. None of the soft-edge pairs look like true duplicates of the same concrete bug/change, so all soft edges are rejected. No PRs are present in the input.", - "confidence": 0.63, - "canonical_issue_reason": "issue:46617 is the best cluster anchor: it is a concrete, user-facing loading-from-cache regression with broad relevance to the nearby loading-related reports.", + "summary": "This cluster is only loosely related by broad Transformers loading/import/regression themes; the candidates describe different code paths, models, and failure modes. I rejected every soft pair because none looks like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43502 is the clearest concrete, user-facing bug in the set: a specific reproducible failure where local_files_only is ignored and network requests are still made.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46617 is the clearest and most actionable issue among the set, with a specific failure mode and current relevance.", + "best_issue_reason": "issue:43502 is the best standalone representative here because it is precise, actionable, and clearly scoped compared with the other mostly model-specific, test-only, or unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test flakes: SAM HQ seeding instability vs xdist race on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both touch import cost, but one is about removing import * and the other is a generic intermittent import slowdown; not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific torch.no_grad cache-update bug vs a broad complaint that many models break in v5." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tp-related OOM on a specific Qwen2 model; similar area, different failure mode." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update/autograd bug vs Python version compatibility issue." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression vs patchtsmixer post_init policy; unrelated model/code paths." + }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained failures, but they affect different model families and different loading paths." + "reason": "Different model-specific from_pretrained failures affecting different architectures and symptoms." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "One is a state_dict loading bug; the other is an incorrect save_pretrained key regression for a different model." + "reason": "State-dict ordering load failure vs incorrect visual encoder keys on save_pretrained; not the same defect." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Importing AutoModel without PyTorch and tokenizer loading regressions are unrelated failures." + "reason": "Missing PyTorch import error vs tokenizer loading regression; separate APIs and root causes." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Different symbols and behavior changes; one is missing CLIP attentions, the other is a structural model-class divergence." + "reason": "Both involve CLIP, but one is missing attentions on output and the other is a structure mismatch between text model classes." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "DSA ReLU discussion vs DeepSeekV3MoE implementation divergence; completely different subsystems." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to a Phi-4 multimodal loading error." + "reason": "Seed-related test flakiness vs a model loading failure for Phi-4 multimodal." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to a stale device override CI failure." + "reason": "Different CI/test problems: set_seed omissions vs stale device override behavior." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Missing set_seed in a test is unrelated to auto_mappings references breaking CI." + "reason": "Test seeding flake vs auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space behavior in v5 and num_frames semantics in a video processor are different issues." + "reason": "Tokenization-space behavior change vs video processor num_frames semantics; unrelated features." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "A local_files_only network leak and an AddedToken kwarg collision are different bugs." + "reason": "Ignoring local_files_only and making network calls vs AddedToken special-argument TypeError." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing in serve and cache loading FileNotFoundError are different code paths." + "reason": "KV-cache continuation crash in serve vs FileNotFoundError loading trust_remote_code from cache." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after upgrade; not the same concrete bug." + "reason": "Tokenizer loading regression in v5 vs checkpoint reload compatibility after version upgrade; related theme, but different bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing tensor-parallel plan metadata are distinct problems." + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan metadata; different functionality." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory growth leading to OOM is unrelated to checkpoint reload failures after upgrade." + "reason": "Int4 quantization memory regression vs model reload compatibility after upgrade; separate issues." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "A missing Qwen2_5_VL import and a trust_remote_code cache FileNotFoundError are different failures." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs cache FileNotFoundError for trust_remote_code." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "A local_files_only leak is unrelated to GLM-5 RoPE implementation discussion." + "reason": "local_files_only/network behavior vs GLM-5 RoPE implementation discussion; unrelated bugs." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "A missing image-processor helper and a cache FileNotFoundError are unrelated." + "reason": "Missing image-patch helper on a processor vs cache FileNotFoundError; different code paths." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "A no_grad decoration request for cache updates is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + "reason": "torch.no_grad cache update bug vs dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken `transformers env` output and AttentionInterface.register behavior changes are different issues." + "reason": "Broken transformers env command vs AttentionInterface.register behavior change; not the same defect." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 Moe loading/parallelism, but one is missing _tp_plan and the other is a broader from_pretrained regression." + "reason": "Missing _tp_plan metadata vs Qwen3.5 MoE from_pretrained error; related model family but different problem." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regressions." + "reason": "MLFlow reporting bug on failed training jobs vs tokenizer-loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are different symptoms." + "reason": "Compiled Python file errors vs performance slowdown after upgrade; different symptoms and causes." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing tensor-parallel planning and a dropped vision-config field are different Qwen3.5 issues." + "reason": "Different Qwen3.5 vision/MoE metadata issues: tensor-parallel plan vs dropped visual index field." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different import errors for different top-level symbols; not the same missing-export bug." + "reason": "Top-level import errors for different symbols; same broad category but not the same missing export." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Inconsistent num_frames semantics and missing backend reporting are related to vision processors but not the same bug." + "reason": "Video num_frames semantics vs missing vision backend causing an unrecognized image processor; separate issues." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation/cache internals, but one is about no_grad decoration and the other is a sync_gpus model-kwargs update bug." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "A network leak during local-only loading and an unrelated 'racoon' issue are not duplicates." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers loading hangs and forward-doc confusion are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Local-files-only network requests and FP8 MoE save_pretrained are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not duplicates." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLFlow failure reporting and tensor-parallel training bugs affect different subsystems." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Qwen3.5 VL loading breakage and a general v4.57-to-v5 reload failure are different model/version regressions." - }, - { - "left": "issue:29870", - "right": "issue:31795", - "accept": false, - "reason": "A generate()-time UnboundLocalError and documentation confusion around forward arguments are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are different problems." + "reason": "Cache update autograd bug vs generation kwarg update after sync_gpus; different generation-path defects." } ] }, @@ -17586,26 +17482,29 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", "issue:42548", "issue:42757", + "issue:43299", "issue:43475", - "issue:43525", - "issue:43572", + "issue:43502", "issue:43576", "issue:43673", "issue:43824", + "issue:43827", "issue:43901", "issue:44038", "issue:44222", @@ -17615,24 +17514,20 @@ "issue:44351", "issue:44355", "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44556", "issue:44623", - "issue:44655", "issue:44908", "issue:44938", "issue:44961", "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", "issue:45362", "issue:45468", "issue:45542", - "issue:45753", "issue:45850", "issue:46143", "issue:46144", @@ -17641,8 +17536,15 @@ "issue:46664" ], "soft_pairs": [ + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", "issue:33453|issue:34689", - "issue:44355|issue:44655", "issue:42757|issue:43576", "issue:43576|issue:45071", "issue:44315|issue:44360", @@ -17666,248 +17568,234 @@ "issue:44623|issue:45230", "issue:44360|issue:46664", "issue:44038|issue:45125", - "issue:44273|issue:45003", - "issue:44393|issue:45753", - "issue:44393|issue:45071", - "issue:43576|issue:44556", - "issue:41669|issue:43673", - "issue:43525|issue:45850", - "issue:43572|issue:45850", - "issue:44556|issue:45092", - "issue:44492|issue:45850" + "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "122132ce1fa6ff1cfc0ff42277722adb0ceafe7c6db38ff1f9674e53aa4d3059", + "prepared_review_unit_hash": "1b7273139c03ceeb2ea21dc0f5ca53c5e937b7352ef1c7e37db0fb3aadca6f2c", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 36841, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated regression/import/model-loading issues around Transformers v5; no soft pair looks like a true duplicate, and the only plausible umbrella is the broad v5-breakage report.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the shared v5 regression theme, even though it is too vague to be a precise duplicate target.", + "summary": "This cluster is too heterogeneous to collapse into one duplicate set. The soft pairs mostly link unrelated bugs across loading, imports, docs, model-specific regressions, and CLI issues, so none are safe duplicate merges.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best cluster representative because it summarizes the overall \"v5 breaks many things\" pattern, but it is broad rather than a concrete repro.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: local_files_only network leakage vs an unrelated racoon issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs: offline-loading network requests vs FP8 save_pretrained for moe models." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers vs documentation confusion about forward inputs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() after v5 removals is unrelated to racoon." + }, + { + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Both are loading problems, but one is tokenizer loading and the other is a specific Llama 3.2 vision model-loading regression." + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are load/reload regressions, but they affect different model/version paths and don\u2019t look like one concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to forward-signature documentation." }, { "left": "issue:44355", - "right": "issue:44655", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file import/runtime errors are different from PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "These are different save/load failures: compiled Python file execution vs missing files when saving a Pipeline." + "reason": "Both involve loading regressions, but one is tokenizer loading and the other is a specific model-loading failure." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "One is an external import break from huggingface_hub, the other is a broken transformers env command in v5." + "reason": "ImportError for is_offline_mode is not the same as the v5 transformers env command bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken CLI command and a PretrainedConfig type-checking regression are different failures and code paths." + "reason": "CLI env command failure is unrelated to PreTrainedConfig typing." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated issues." + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer/ReLU discussion." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about forward args is not the same as an ImportError for layer_type_validation." + "reason": "Documentation confusion is unrelated to the missing layer_type_validation import error." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "The env CLI regression is unrelated to the missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Broken env command is unrelated to missing Qwen2.5-VL exports." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap; one title is nonsensical and the other is a Gemma audio positional-encoding bug." + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue are not the same bug." + "reason": "GLM-5 RoPE implementation discussion is unrelated to racoon." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache import and trust_remote_code cache FileNotFoundError are different import/cache failures." + "reason": "Missing HybridCache export is not the same bug as trust_remote_code cache FileNotFoundError." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "A scheduler kwargs bug is unrelated to the placeholder issue." + "reason": "Scheduler kwargs handling is unrelated to racoon." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training and TextClassificationPipeline docs mention different subsystems and different problem types." + "reason": "Tensor-parallel training bug is unrelated to TextClassificationPipeline docs." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken v5 CLI behavior is unrelated to Python 3.14 import/load failures." + "reason": "Broken env command and Python 3.14 import/load failure are different issues." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; not the same bug." + "reason": "Both are RoFormer-related, but one is kwargs passthrough and the other is attention-interface implementation; not the same fix." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "A missing attribute in SAM 3 video outputs is not the same as cache-loading FileNotFoundError." + "reason": "Sam3VisionEncoderOutput missing attribute is unrelated to trust_remote_code cache loading." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "These are both FP8-related, but one is save_pretrained behavior and the other is inference support; different changes." + "reason": "FP8 save_pretrained bugs and FP8 inference support are related only broadly, not the same concrete code-path problem." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application and B200 FP8 inference are separate code-path problems." + "reason": "model_init/Liger Kernel issue is unrelated to FP8 inference on B200." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but they affect different symbols and likely different packaging regressions." + "reason": "AutoImageProcessor import failure is distinct from PreTrainedModel import failure." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated model-specific bugs." + "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM num_frames semantics." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "A missing GenerationMixin cache in chunked_prefill is not the same as a typo in cache strategy docs/code." + "reason": "Generation cache missing during chunked_prefill is unrelated to a cache-strategy typo." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 chat crash is a concrete repro; the other is only a broad summary of many breakages." + "reason": "A specific Qwen3.5 chat crash is not the same as a broad v5 breaks-many-models complaint." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are unrelated." + "reason": "Lazy loading problems are unrelated to the undefined tf backend error from tensorboard-only installs." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "The processor.save_pretrained bug is concrete, while the other issue has no meaningful content." + "reason": "processor.save_pretrained missing files is unrelated to a generic bug report." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "The DSA/ReLU discussion and SmolVLM num_frames inconsistency are different topics." + "reason": "DSA indexer/ReLU discussion is unrelated to video num_frames semantics." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe behavior and missing _tp_plan for Qwen3_5Moe are distinct tensor-parallel/model issues." + "reason": "Generic Qwen3-VL/Qwen3.5 loading bugs are different from missing _tp_plan for tensor parallelism." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading problems and unsafe sys.modules access are related only at a very broad implementation level, not the same bug." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "Both involve Qwen3-VL/Qwen3.5-VL outputs, but one is bbox hallucination and the other is an infinite-loop bug on a specific image." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "A vision-model output bug is not the same as a config type-checking regression." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Broken env command and checkpoint reload failures are different v5 regressions." - }, - { - "left": "issue:41669", - "right": "issue:43673", - "accept": false, - "reason": "Removing import * from models and a missing GenerationMixin cache are unrelated fixes." - }, - { - "left": "issue:43525", - "right": "issue:45850", - "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad v5 breakage report." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "StableLmConfig missing pad_token_idx is a specific model config regression, not the same underlying issue." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": false, - "reason": "Both concern v5 upgrade incompatibilities, but one is checkpoint reload failure and the other is remote-code/meta-init incompatibility." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A typo in cache strategies is too specific and does not match the broad v5 breakage report." + "reason": "Lazy loading behavior is unrelated to unsafe sys.modules access." } ] }, @@ -17926,10 +17814,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:31795", "issue:33453", @@ -17939,17 +17827,16 @@ "issue:42890", "issue:43352", "issue:43408", - "issue:43502", "issue:43519", + "issue:43525", + "issue:43572", "issue:43576", - "issue:43606", + "issue:43673", "issue:43704", "issue:43976", "issue:44077", "issue:44230", "issue:44246", - "issue:44261", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -17959,35 +17846,43 @@ "issue:44393", "issue:44485", "issue:44492", - "issue:44623", + "issue:44556", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", "issue:45071", + "issue:45092", "issue:45230", "issue:45278", "issue:45310", "issue:45341", "issue:45468", "issue:45478", + "issue:45753", "issue:45850", - "issue:46018", "issue:46095", - "issue:46172", "issue:46218", "issue:46328", "issue:46655" ], "soft_pairs": [ + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", "issue:44230|issue:46095", "issue:41669|issue:46218", "issue:43408|issue:44315", - "issue:44246|issue:44273", "issue:42890|issue:44908", + "issue:44246|issue:44273", "issue:43576|issue:44908", "issue:43352|issue:44393", "issue:43976|issue:44393", @@ -18014,310 +17909,288 @@ "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:46018|issue:46172", - "issue:43704|issue:44485", - "issue:44485|issue:45468", - "issue:43502|issue:43519", - "issue:42371|issue:43704", - "issue:45850|issue:46218", - "issue:43519|issue:44623", - "issue:44263|issue:45468", - "issue:43606|issue:45468", - "issue:44261|issue:45468" + "issue:31795|issue:34689" ], - "prepared_review_unit_hash": "8089d1fc77e9e16ac2fc80f393848381e7cf02feaea8f3bf1a2c6970c26a2f64", + "prepared_review_unit_hash": "f4b25469cdf837b7153eadfb46f9146d9d15de5f44806023fdd8cc26dadb12af", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 44, - "serialized_chars": 40220, - "estimated_input_tokens": 10055, - "estimated_eval_tokens": 20366 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39127, + "estimated_input_tokens": 9782, + "estimated_eval_tokens": 19820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: docs, tokenizer/loading, model-specific bugs, scheduler/config issues, and performance regressions are mixed together. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them or pick a single canonical artifact.", + "summary": "This cluster is a loose mix of Transformers v5 regression reports, model-specific bugs, import/loading issues, and a few unrelated feature/doc items. None of the soft pairs look like the same underlying bug or change, so no soft edge should be merged.", "confidence": 0.88, - "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster spans many unrelated problems across different features and models.", + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report in the set (multiple import errors after a v4.57\u2192v5.5 upgrade), so it is the best representative issue, though the cluster is not truly duplicate-tight.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is suitable as a global best canonical target; the items are too diverse to safely consolidate.", + "best_issue_reason": "issue:45278 is the most generally useful umbrella among the issues because it captures a broad version-upgrade breakage theme with concrete failure symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a 2D box hallucination and the other is an infinite-loop image case; different bug mechanisms." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different subsystems: Qwen3-VL output bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "v5-related breakage in both, but one is the transformers env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance cleanup is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 config attribute error is not the same as the broad generic 'too many models break' complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a concrete config bug, not the same as a generic version-wide breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade-related, but one is checkpoint reload failure and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the broad v5 breakage complaint." + }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad upgrade-regression reports, but one is about many import errors and the other about many models breaking; too generic to be the same concrete bug." + "reason": "Similar theme of v5 regressions, but these are different reports: import errors versus a generic broad breakage complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings vs a cache-strategy typo are unrelated issues." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support request and a DeepSeek-V4 weight-conversion question are different tasks, not the same bug." + "reason": "Feature/support request for fp8 inference is not the same as asking for a weight-conversion script." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* import-time slowdown and a missing Qwen3_5 module import error are different failure modes." + "reason": "One is import-time bloat from wildcard imports; the other is a specific module import failure for Qwen3_5." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "SAM3 tracker/model-type warning and Liger Kernel not applying with model_init are unrelated code paths." - }, - { - "left": "issue:44246", - "right": "issue:44273", - "accept": false, - "reason": "Both mention loading/import behavior, but one is intermittent import slowness and the other is lazy-loading broken; not the same bug." + "reason": "Model-type mismatch warning is unrelated to Liger Kernel not being applied under model_init." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness in SAM-HQ and an inverse_sqrt scheduler kwargs bug are unrelated." + "reason": "Seed-related test flakiness is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slows down sometimes versus lazy loading not working properly are different problems." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "A broken transformers env command and scheduler kwargs handling are unrelated." + "reason": "transformers env command breakage is unrelated to scheduler argument propagation." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention 2 support error and Qwen3-VL bounding-box hallucination are distinct model-specific issues." + "reason": "Nemotron flash-attn support error is a different model and code path than Qwen3-VL bbox output issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL 2D bbox output are unrelated." + "reason": "Python version compatibility regression is unrelated to Qwen3-VL hallucination/output bugs." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are separate bugs." + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "A position_ids buffer access error and a generic bug report do not match the same underlying issue." + "reason": "Buffer reading error for position_ids is not the same as an uninformative bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch in save_pretrained and a generic bug report are unrelated." + "reason": "Tokenizer class mismatch on save is a specific serialization bug, not the same as a placeholder bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding to cached_file and scheduler kwargs are different subsystems." + "reason": "Processor kwargs forwarding and scheduler kwargs forwarding are both kwargs issues, but in different APIs and code paths." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo versus SequenceFeatureExtractor.pad conversion overhead are unrelated." + "reason": "Cache-strategy typo and feature-extractor padding performance are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* slowdown and missing HybridCache import are not the same bug." + "reason": "Wildcard-import cleanup causing import bloat is different from failing to import HybridCache." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time slowdown and a small testing_utils bug are unrelated." + "reason": "Import-time cleanup is unrelated to a small testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Both are version-regression complaints, but one is Python support and the other is broad model breakage; too vague to unify." + "reason": "Python compatibility regression is not the same as a broad generic breakage complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-VL / Qwen3.5 model failures with no concrete shared code path." + "reason": "Different models and symptoms: Qwen3-VL 2D box errors versus Qwen3.5 MoE from_pretrained failures." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and a module import failure are unrelated." + "reason": "Python support regression is unrelated to the Qwen3_5 import error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and a tied-weights AttributeError are different issues." + "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 arguments and tokenizer loading regression are unrelated." + "reason": "Documentation confusion about forward args is not the same as a tokenizer-loading regression." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading not working are both v5-era complaints, but not the same concrete bug." + "reason": "Broken env command and lazy-loading behavior are different issues." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init and flash_attention_3 causing degenerate training are different code paths." + "reason": "Applying Liger Kernel under model_init and flash_attention_3 degenerate training are distinct training-path problems." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer missing ReLU is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding calculation are different processor bugs." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are separate multimodal processor bugs." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and scheduler kwargs are unrelated." + "reason": "Lazy-loading failure and scheduler kwargs handling are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained missing files and tied-weight key handling are different save/model internals." + "reason": "Pipeline save_pretrained issues and tied-weight-key crashes are different serialization internals." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and missing Qwen3_5 module import are unrelated." + "reason": "Env command breakage is not the same as a model import error." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A placeholder bug report and a specific Qwen3.5 MoE from_pretrained error are not the same issue." + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp handling and GLM-5 RoPE implementation are distinct model-specific bugs." + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs are unrelated." + "reason": "Processor timestamp math and scheduler kwargs are unrelated code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-time slowdown and VRAM leak in multithreaded dataloading are different problems." + "reason": "Import wildcard cleanup causing file explosion is unrelated to VRAM leakage across dataloader threads." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Docs confusion in model.forward and a Llama 3.2 loading regression are unrelated." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "Both are DeepSeek-V4 related, but one is gating logic and the other is a tensor dtype/transpose bug; not the same fix." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak with dataloader threads and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 positional encoding are different model implementations." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Local-files-only still triggering requests and timestamp calculation in Qwen3VL are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 behavior settings and VRAM leak in multithreaded loading are unrelated." - }, - { - "left": "issue:45850", - "right": "issue:46218", - "accept": false, - "reason": "Broad 'many models break' regression and a specific Qwen3_5 import failure are not the same concrete bug." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3VL timestamp calculation and processor.save_pretrained missing files are different processor-related issues." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "GlmMoeDsaIndexer split-return behavior and Gemma-4 positional encoding are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch in bark-small and Gemma-4 positional encoding are unrelated." - }, - { - "left": "issue:44261", - "right": "issue:45468", - "accept": false, - "reason": "MLA q_a_layernorm eps handling and Gemma-4 positional encoding are different implementation bugs." + "reason": "Forward-method docs confusion is unrelated to the Llama 3.2 Vision model-loading regression." } ] }, @@ -18336,10 +18209,10 @@ "review_unit_count": 59, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-492", + "cluster_id": "cluster-10000-493", "nodes": [ "issue:28348", "issue:29870", @@ -18349,15 +18222,18 @@ "issue:36296", "issue:37934", "issue:38617", + "issue:42371", "issue:42913", "issue:42936", "issue:43066", "issue:43240", "issue:43298", "issue:43352", + "issue:43502", "issue:43519", "issue:43525", "issue:43572", + "issue:43606", "issue:43618", "issue:43668", "issue:43704", @@ -18365,7 +18241,10 @@ "issue:43813", "issue:44031", "issue:44230", + "issue:44261", + "issue:44263", "issue:44351", + "issue:44485", "issue:44492", "issue:44623", "issue:44861", @@ -18375,13 +18254,25 @@ "issue:45250", "issue:45290", "issue:45310", + "issue:45468", "issue:45850", "issue:46018", "issue:46095", "issue:46144", + "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", "issue:43298|issue:46095", "issue:43519|issue:43704", "issue:44351|issue:46218", @@ -18397,8 +18288,8 @@ "issue:31515|issue:38617", "issue:43572|issue:44861", "issue:43525|issue:44861", - "issue:28348|issue:43352", "issue:44230|issue:44623", + "issue:28348|issue:43352", "issue:29870|issue:31515", "issue:30333|issue:31515", "issue:31515|issue:36296", @@ -18418,254 +18309,311 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "8f5a8724941a246822a755261fe83a28c7b604b029326edbdaa4896d6dc5ba16", + "prepared_review_unit_hash": "6b1c1e6a7828499a763f5a0f2d06b1dcffff9d657953958369bd5c07ed3bacf4", "component_budget": { - "node_count": 492, - "item_count": 492, - "soft_pair_count": 1813, - "serialized_chars": 939832, - "estimated_input_tokens": 234958, - "estimated_eval_tokens": 470172 + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 }, "budget": { - "node_count": 39, - "item_count": 39, - "soft_pair_count": 35, - "serialized_chars": 32285, - "estimated_input_tokens": 8072, - "estimated_eval_tokens": 16400 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39759, + "estimated_input_tokens": 9940, + "estimated_eval_tokens": 20136 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and not a true duplicate cluster. Only the Flash Attention 2.0 request pair looks like the same underlying change; the rest span unrelated bugs, feature requests, and docs/questions. No PRs are present.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45250 is the broadest Flash Attention 2.0 request and best matches the specific GPT2LMHeadModel FA2 support issue; the remaining items are too unrelated to serve as one canonical bug.", + "summary": "This is not a true duplicate cluster: the items span unrelated feature requests, regressions, import errors, and model-specific bugs. All soft edges should be rejected.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue is safe here; the cluster is heterogeneous. If forced, 45850 is the broadest v5-regression umbrella, but it is too vague to anchor duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "45250 is the cleanest representative issue in the set because it captures the general FA2 support request without being model-specific.", + "best_issue_reason": "45850 is the closest global representative because it broadly describes widespread v5 breakage, but it is still too general to be a strong duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 bugs: gating logic vs tensor/dtype transpose behavior." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different subsystems: RoPE implementation vs audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a Qwen3 CausalLM VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network calls and Qwen3VL timestamp math are separate bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 complaint is not the same as a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and missing save_pretrained files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split handling in GLM-MoE is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm is not the same as Gemma-4 audio positional encoding." + }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching vs DeepSeek-V4 weight-conversion script are unrelated problems." + "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation in Qwen3VL processor is unrelated to a multi-thread VRAM leak in Qwen3ForCausalLM." + "reason": "Timestamp calculation bug and VRAM leak are different code paths." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different import failures." + "reason": "Both are import errors, but for different symbols/models with no shared root cause shown." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support and a Qwen3_5 import error are unrelated." + "reason": "Flash Attention 2.0 support request for NemotronH is unrelated to a Qwen3_5 import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a specific decoder-type bug; not the same concrete issue." + "reason": "Both mention tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type bug." }, { "left": "issue:28348", "right": "issue:45250", - "accept": true, - "reason": "Both are Flash Attention 2.0 support requests; 45250 is the generic umbrella and 28348 is the GPT2LMHeadModel-specific instance." + "accept": false, + "reason": "Specific GPT2 FA2 support request is not the same as a generic Flash Attention 2.0 issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler keyword handling and an unrelated spam/placeholder issue are not duplicates." + "reason": "Scheduler kwarg handling has nothing to do with the unrelated 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the unrelated placeholder issue do not match." + "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions assignment bug is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The placeholder issue and the generic 'breaks too many models' complaint are not the same bug." + "reason": "'Unemployment' is not a technical duplicate of a broad v5 regression complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the placeholder issue." + "reason": "Python 3.14 import failure and the unrelated 'Unemployment' issue are not the same bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights AttributeError and chat-template tool-call crash are different code paths and failures." + "reason": "Tied-weight key crash and chat-template tool-call crash are different failure sites." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and a missing layer_type_validation import error are unrelated." + "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update and tied-weights AttributeError are different bugs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id and tied-weights key handling are not the same issue." + "reason": "Llama4Config missing pad_token_id is unrelated to _get_tied_weight_keys crashing." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Both are FA2 support requests, but for different models and code paths; not enough evidence of one underlying duplicate." + "reason": "FP8 Qwen3-VL/Qwen3.5 support is unrelated to missing processor.save_pretrained files." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "FP8 inference support and missing processor save files are unrelated." + "reason": "Both mention Flash Attention 2.0, but they target different models and different requests." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Bart generate() decoder mask crash and slow checkpoint loading are unrelated." + "reason": "BART generate() decoder mask bug is unrelated to slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow run-finalization on failure and checkpoint loading performance are unrelated." + "reason": "MLflow reporting on training failure is unrelated to from_pretrained performance." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained loading speed and tensor-parallel training bugs are different problems." + "reason": "Checkpoint loading slowdown is unrelated to a tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading speed and documentation confusion about inputs/past_key_values are not duplicates." + "reason": "Loading performance and forward-pass documentation confusion are not the same issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are different issues." + "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained error are different problems." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are unrelated." + "reason": "Continuous batching for audio models is unrelated to FP8 inference support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface implementation are unrelated." + "reason": "Mamba init_weights usage and RoFormer attention interface usage are different implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating are unrelated model bugs." + "reason": "Mask2former ignore_value and DeepSeek-V4 shared-expert gating are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint issue in ModernBERTConfig and a tokenizer regex warning regression are different problems." + "reason": "ModernBERT type-hint issue is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "ignore_value usage in Mask2Former and kwargs not forwarded to loss calculation are unrelated." + "reason": "Mask2former ignore_value handling is unrelated to kwargs not reaching loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention interface are different code paths." + "reason": "Loss-function kwargs and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated." + "reason": "Mask2former ignore_value bug is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value handling and RoFormer attention implementation are unrelated." + "reason": "These are different model-specific issues with no shared code path shown." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling and a quantization-operation typo are unrelated." + "reason": "Mask2former ignore_value bug and a conversion-script typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and a ModernBERTConfig type-hint issue are unrelated." + "reason": "Missing kwargs in loss calculation is unrelated to a ModernBERT type-hint typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig type hint and quantization typo are unrelated." + "reason": "Type-hint correctness and conversion-script typo are not the same bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm RMS-norm question and ModernBERTConfig type hint are unrelated." + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERT type hints." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERTConfig type hint are unrelated." + "reason": "Mask2former ignore_value behavior is unrelated to ModernBERT config typing." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the packet is largely heterogeneous, and the summary correctly notes there are no PRs. The only soft accept (28348 \u2194 45250) is plausibly conservative because both are Flash Attention 2.0 support requests, with one being the generic umbrella and the other a model-specific instance." - }, - "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 }, @@ -18677,8 +18625,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -18691,52 +18639,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "f28e583127d842b734a302ddc0b549fa6559f6cbf3bba3b8998b3e849925a067", + "prepared_review_unit_hash": "8fec8260f16776351014e5cccc62e6f77637925e25eb5ad9771a4b1cf0c9ec2d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests across different subsystems (tokenization truncation, learning-rate scheduling, and Wav2Vec2 word offsets). The similarity is superficial only; this is not a true duplicate cluster.", + "summary": "These three issues are unrelated feature requests: truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. No pair looks like the same underlying bug or change.", "confidence": 0.98, - "canonical_issue_reason": "No strong canonical issue exists because the items do not share the same underlying problem. If one must be chosen as a placeholder, issue 10519 is the most feature-request-like and has the most discussion, but it is not actually a duplicate of the others.", + "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained request, so it is the best representative of the set if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "None of these issues is a good global representative for the cluster since they concern different code paths and different kinds of requests.", + "best_issue_reason": "10519 is the clearest standalone feature request with a specific API change, making it the most suitable issue to anchor triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and different requested behavior: tokenizer truncation options vs Wav2Vec2 word boundary offsets. No shared bug or change." + "reason": "Different domains and requested changes: token truncation behavior versus Wav2Vec2 word-level timing offsets. No shared code path or concrete overlap." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated topics: truncation direction in preprocessing vs ReduceLROnPlateau-like scheduler functionality. They cannot plausibly be the same underlying issue." + "reason": "One asks for truncation from the beginning, the other for ReduceLROnPlateau-like scheduler functionality. These are unrelated features." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Completely different features in different parts of the library; no common code-path problem or duplicate request." + "reason": "Scheduler behavior and speech-model word boundary offsets are unrelated problems with no evidence of a common underlying fix." } ] }, @@ -18755,8 +18703,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -18768,12 +18716,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "394d292143a71eded679dfdf6dedd2f3eaa72cb8f03d179ce6f9378f6381c2cf", + "prepared_review_unit_hash": "9b7a6c032bbedac159820b693291b78554925b20da433d66a617fd3ebb535936", "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 }, @@ -18781,7 +18729,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -18790,24 +18738,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are only loosely related by NLP/model-loading theme, but they describe different bugs: TAPAS tokenization mismatch, unauthenticated private-model download error messaging, and inability to load bert-base-uncased. I would not deduplicate any of the soft pairs.", - "confidence": 0.81, - "canonical_issue_reason": "issue:16618 is the broadest user-facing failure in this cluster and is the most likely central representative of a model-loading problem, whereas the other two are more specific and unrelated.", + "summary": "These three issues are not true duplicates. #16618 is the broadest model-loading report, but #15980 is specifically about private-model authentication/error messaging and #13244 is about Tapas tokenization, which is unrelated.", + "confidence": 0.84, + "canonical_issue_reason": "#16618 is the most general and central to the cluster theme (model loading), but it does not actually match the more specific auth/error-message report in #15980 or the unrelated tokenization report in #13244.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best issue candidate because it is the most general and actionable of the three, with the clearest direct product impact.", + "best_issue_reason": "#16618 is the best representative issue because it is the broadest user-facing model-loading problem in the set; the others are either narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "TAPAS tokenization divergence from TensorFlow is a tokenizer/implementation mismatch, not the same underlying bug as failing to load bert-base-uncased." + "reason": "Different bug domains: Tapas tokenization behavior vs. model loading failure. Shared Transformer context is too broad to treat as the same issue." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model loading, but 15980 is specifically about error handling for private-model downloads without login, while 16618 is a generic inability to load a public model; different failure modes and fixes." + "reason": "Both involve model loading, but #15980 is specifically about downloading a private model without login and a bad error message, which is a different underlying problem from a generic 'can't load bert-base-uncased' report." } ] }, @@ -18826,8 +18774,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -18837,7 +18785,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "23084d92683fd6ff4b605c4419ecd9ceb4b0da34f6f1397bbf6bd31816136e83", + "prepared_review_unit_hash": "a03909d0d4dcd876b4e9c019bf332c63d4054e55b585cfec6d131615aaa6da40", "component_budget": { "node_count": 2, "item_count": 2, @@ -18859,18 +18807,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature-tracking issues, not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate issue: the requests target different features/code paths (Flash Attention 2 vs GGUF) and are only loosely related by the same \u201cmore architectures\u201d phrasing.", + "summary": "These are two separate community feature requests about expanding support to more architectures, but for different technologies: Flash Attention 2 vs GGUF. They share a broad theme, not the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:26350 is slightly more central as the older, higher-activity tracker, but it is not a duplicate of 33260.", + "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 and GGUF support are separate feature requests, not the same bug or implementation." + "reason": "Different feature requests with different implementation targets (Flash Attention 2 vs GGUF); same broad support theme is not enough to mark them duplicates." } ] }, @@ -18889,8 +18837,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -18929,7 +18877,7 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "0a12f0d4da23c18093d7ec112eab53f040d055a00994bc98ad9dac148a1f5ff8", + "prepared_review_unit_hash": "e0cb80e98fb90320532098f3e7a6f2a1edf437bbbeaa19364705f3ceb010d3a1", "component_budget": { "node_count": 8, "item_count": 8, @@ -18951,162 +18899,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes several separate translation-request issues. I see two true duplicate subgroups: the identical placeholder-template issues ([i18n-] Translating docs to ) and the exact same Thai-title issue pair. The Turkish, Spanish, and Romanian requests are similar in theme but are different language targets, so they are not duplicates of each other.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43834 is the earliest issue in the repeated placeholder-template subgroup and is the best anchor for that duplicate set.", + "summary": "This cluster is mostly a false-positive mix of separate i18n translation requests. I only see two real duplicate subgroups: the identical placeholder-template issues (43834/44365/44370) and the identical Thai-titled pair (46222/46226). The language-specific requests (Turkish/Spanish/Romanian) are not duplicates of each other or of the other subgroup.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43834 is the best canonical representative of the duplicate placeholder-template subgroup: it is the earliest of the near-identical template issues and has the strongest duplicate links to 44365 and 44370.", "canonical_pr_reason": null, - "best_issue_reason": "It is the most central duplicate candidate: earliest of the identical placeholder-title issues and connected to multiple near-identical copies.", + "best_issue_reason": "43834 is the best overall issue to anchor the cluster because it sits in the largest clearly duplicated subgroup; however, the broader cluster is heterogeneous and should not be treated as one duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad translation-doc theme, but different language target; not the same underlying request." + "reason": "Different target-language translation requests; only the generic i18n template overlaps." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language targets; similarity is only from the shared translation template." + "reason": "Turkish vs placeholder-template issue; same subsystem, but not the same request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request vs generic placeholder request; not the same concrete issue." + "reason": "Turkish translation request is distinct from the generic placeholder-template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language targets, so this is not a duplicate bug/change." + "reason": "Different languages and different concrete translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct issues." + "reason": "Turkish and Spanish translation requests are separate issues, not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic placeholder request; only the template is shared." + "reason": "Spanish request does not match the placeholder-template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language target, so not the same underlying issue." + "reason": "Spanish translation request vs generic placeholder-template issue; not the same bug/change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate requests." + "reason": "Spanish and Romanian translation requests are different concrete items." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language target; shared wording is just the template." + "reason": "Spanish request is not the same as the placeholder-template issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic placeholder request; not a duplicate." + "reason": "Romanian translation request is distinct from the generic placeholder-template issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language target; similar template text only." + "reason": "Romanian request vs placeholder-template issue; same broad topic, different request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request and placeholder-template issue are not the same change." + "reason": "Romanian translation request is not the same as the generic placeholder-template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/request content; only loosely similar." + "reason": "Romanian translation request is unrelated to the Thai-titled issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/request content; not a concrete duplicate." + "reason": "Romanian translation request is unrelated to the Thai-titled issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-template translation request; same underlying issue." + "reason": "Same placeholder title pattern and near-identical body; these look like duplicates of the same template issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder title/body pattern and same translation request." + "reason": "Identical template issue with only trivial body variation; same underlying request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Shared translation-template flavor, but the requested language/content differs." + "reason": "Different visible title/body content; similarity is only from the shared i18n template." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Shared template text only; the issue content is not the same." + "reason": "Different visible title/body content; not the same concrete issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-template issue; these look like duplicates." + "reason": "Same placeholder title and near-identical bodies; likely duplicate submissions of one issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Not the same request; only the body template is similar." + "reason": "Placeholder-template issue vs Thai-titled issue; similarity is too generic." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Not the same concrete issue; similarity is superficial." + "reason": "Placeholder-template issue vs Thai-titled issue; not the same underlying request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different request content despite similar template structure." + "reason": "Placeholder-template issue vs Thai-titled issue; only generic i18n similarity." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different request content; not the same underlying bug/change." + "reason": "Placeholder-template issue vs Thai-titled issue; not a concrete duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai-title issue, so this is a true duplicate pair." + "reason": "Exact same title and effectively identical content; this is a direct duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet. The two duplicate subgroups are supported by near-identical titles/bodies and very high similarity scores, and the language-specific translation requests are conservatively left as non-duplicates. The canonical anchor choice for the placeholder-template subgroup is also consistent with the creation dates." + "feedback": "The summary stays grounded in the packet and is appropriately conservative overall. The accepted duplicate subgroups are well supported by the strongest similarities and near-identical titles, and the cross-language pairs are reasonably rejected as distinct requests rather than forced into one cluster." }, "evaluator_used": true, "retried": false, @@ -19122,8 +19070,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-18", "nodes": [ @@ -19188,274 +19136,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "32fd12c1daf2661d7752feb0456197ab7c56cdc5eca9605c6d59e9a518e24807", + "prepared_review_unit_hash": "e184e46770d37ecc759806e29c8390e7f213a7b784e77695730b932363195654", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24151, - "estimated_input_tokens": 6038, - "estimated_eval_tokens": 12332 + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24151, - "estimated_input_tokens": 6038, - "estimated_eval_tokens": 12332 + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by distinct model-request issues (different models, modalities, or features), so the soft similarities are mostly generic \u201cadd support\u201d overlap rather than duplicates. No PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43671 is the most central, well-scoped request in the cluster, but it still targets a distinct Qwen3-TTS feature and is not a duplicate of the other model requests.", + "summary": "These are mostly unrelated model-request issues that share generic wording like \"add/support model\" and occasionally a family name (e.g. Qwen3), but they do not describe the same underlying bug or the same concrete code-path change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43837 is the most central and broadly connected request in this set, but only as a representative of the cluster\u2019s generic model-support theme; it is not a true duplicate target for the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is a strong representative of the cluster\u2019s model-support requests, though the items are not actually duplicates.", + "best_issue_reason": "issue:43837 has the broadest overlap with the other soft-similarity links and the most plausible role as the cluster representative, even though the underlying requests are different.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config support vs DEIMv2 addition." + "reason": "Different model families and different requested additions; similarity is only in the generic \"add model\" framing." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different model families and capabilities: EuroBert vs Qwen3-TTS." + "reason": "EuroBert config vs Qwen3-TTS support are unrelated model integrations." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Unrelated additions: EuroBert config vs RF-DETR model." + "reason": "EuroBert config and RF-DETR model are distinct model requests with no shared underlying change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Different models and likely different code paths: RF-DETR vs DEIMv2." + "reason": "RF-DETR and DEIMv2 are different vision models; not the same implementation work." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different requests: RF-DETR object detection model vs LFM2.5 Audio." + "reason": "RF-DETR and LFM2.5 Audio are unrelated modalities and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different underlying changes: RF-DETR model addition vs weight-sparse transformer support." + "reason": "Object detection model request vs sparse-transformer request; no common fix." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different modalities and models: RF-DETR vs Qwen3-ASR." + "reason": "RF-DETR vs Qwen3-ASR are different model additions and not one mergeable PR target." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different capabilities: RF-DETR model support vs Qwen3-TTS support." + "reason": "RF-DETR and Qwen3-TTS are unrelated model integrations." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." + "reason": "NeoBERT and Qwen3-ASR are different model families with different integration work." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different changes: NeoBERT support vs weight-sparse transformer support." + "reason": "NeoBERT request and weight-sparse transformer request are not the same code change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT text model request is unrelated to LFM2.5 Audio." + "reason": "NeoBERT and LFM2.5 Audio are unrelated." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models and different integration work." + "reason": "RF-DETR and NeoBERT are separate model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Different model additions: NeoBERT vs ModernVBERT." + "reason": "NeoBERT and ModernVBERT are different model additions, not duplicate implementations." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request is distinct from Qwen3-ASR support." + "reason": "MiniCPM3 architecture work and Qwen3-ASR support target different models and code paths." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "Different requests: MiniCPM3 architecture vs weight-sparse transformer." + "reason": "MiniCPM3 and weight-sparse transformer are distinct requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model additions." + "reason": "MiniCPM3 and ModernVBERT are different model integrations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Different model/support targets: MiniCPM3 vs Voxtral-4B-TTS-2603." + "reason": "MiniCPM3 and Voxtral TTS support are unrelated changes." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are distinct model support requests." + "reason": "DEIMv2 and Qwen3-TTS are different model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model additions." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT support and Qwen3-TTS support are unrelated changes." + "reason": "ModernVBERT and Qwen3-TTS are different integrations." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT request vs generic BERT-like models with RoPE are not the same change." + "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a high level, not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support affect different model paths." + "reason": "BERT-like RoPE support and Voxtral TTS support are not the same underlying change." }, { - "left": "issue:42738", + "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE is a model request; Mirko Privitera is unrelated." + "reason": "ModernVBERT model support and a person-name issue are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS and ASR are different capabilities; these are separate requests." + "reason": "TTS vs ASR for Qwen3 are different capabilities and would not plausibly merge into one PR." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are TTS-related, but they request different concrete models and integrations." + "reason": "Qwen3-TTS and Voxtral TTS are different model supports, not duplicates." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different model requests." + "reason": "Audio TTS support and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Different feature areas: Qwen3-TTS vs weight-sparse transformer support." + "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model integrations." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 Audio are separate model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are related only by audio domain, not the same change." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model additions." + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support vs weight-sparse transformer support are different changes." + "reason": "ASR support and sparse-transformer support are different implementation efforts." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio support and SAM3-LiteText are unrelated requests." + "reason": "Audio model support and SAM3-LiteText are not the same feature." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink option are distinct features." + "reason": "LFM2.5 Audio and a Granite SWA+sink option are different kinds of changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + "reason": "Sparse-transformer request and EUPE request are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT text model request is unrelated to Voxtral TTS." + "reason": "NeoBERT and Voxtral TTS are unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and different tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests." + "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same underlying change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT support and the unrelated Mirko Privitera issue are not duplicates." + "reason": "ModernVBERT model support and a personal-name issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the unrelated Mirko Privitera issue do not match." + "reason": "Voxtral TTS support and a personal-name issue are unrelated." } ] }, @@ -19474,8 +19422,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -19485,7 +19433,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "0e6319acdfac644b24cf2a3edbe4477aaf368d2bbaa5798485dac8a2b02d2cbc", + "prepared_review_unit_hash": "6af5a9f58e396d51f852afde52fc10bdebe18ee5d2f504733110623fe8060428", "component_budget": { "node_count": 2, "item_count": 2, @@ -19507,7 +19455,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They do not describe the same bug or change, so this is not a duplicate cluster.", + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate cluster should be formed.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -19518,7 +19466,7 @@ "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different scopes and domains: documentation about a third-party optimization framework vs. a model architecture refactor. No shared code path, explicit linkage, or duplicate intent." + "reason": "Different topics and domains (documentation/framework listing vs vision model refactor); no shared bug/change to unify." } ] }, @@ -19537,8 +19485,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -19548,7 +19496,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "694c09ac96bb0d53d43afbb060868b34ca1dfd2178bf08fd0c162b9810eb242f", + "prepared_review_unit_hash": "c7b29bdf2763bf9b823eee3cc4c5d6d56ed78401ed299aced689d04d4ef7fdcd", "component_budget": { "node_count": 2, "item_count": 2, @@ -19570,18 +19518,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one asks for block decoding support, while the other requests DeepSeek v3.2 support. They are different feature/problem reports with no clear shared underlying code-path.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue for this pair; the topics are unrelated and do not describe the same bug or change.", + "summary": "The two issues are about different things: one requests set block decoding, the other requests DeepSeek v3.2 support. They do not appear to be duplicates or the same underlying task.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative for the cluster because the items are about different concerns; neither can subsume the other.", + "best_issue_reason": "No clear canonical issue for a duplicate cluster; issue #43037 is the more specific request, but it is a feature/model-support ask rather than the same problem as #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding behavior vs support for a specific model version. They do not appear to be the same bug or change." + "reason": "Different scope and intent: block decoding vs adding support for a specific model/version. No shared code path or concrete duplicate signal." } ] }, @@ -19600,8 +19548,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -19611,7 +19559,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "ccd5b498744649e4d72bd0f3cfae40d6f094506661e9e28b34bc2943e228e1df", + "prepared_review_unit_hash": "36e376c195547cda4080df701ba7f6af985ce9ab4fe8d6798dc1f6e47f4f7f2d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19633,18 +19581,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both mention \u201ctiled\u201d optimization work, but they describe different requests: one is about enabling a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, and the other is about integrating TiledMLP to reduce memory footprint. They are related in theme but not the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #41306 is the more concrete, implementation-specific request: it targets a specific `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, whereas #41826 is a broader feature request about TiledMLP integration.", + "summary": "These are related only at a very high level (both concern tiled/efficient model components), but they describe different features/problems in different paths: one is a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other is integrating TiledMLP to reduce memory footprint. Not a duplicate cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request with a specific API surface (`from_pretrained()` flag) and implementation target (TiledFusedLogitsLoss / FLCE).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41306 is the better representative because it is narrowly scoped and tied to a clear code path, making it easier to action than the broader TiledMLP memory-footprint request in #41826.", + "best_issue_reason": "Issue 41306 is the best representative because it is a clearly defined change request rather than a broad architectural feature idea.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Reject: the titles and descriptions point to different features/code paths (FLCE `from_pretrained()` flag vs TiledMLP integration), so they are not the same underlying bug or change." + "reason": "Different underlying requests: FLCE/from_pretrained configuration versus adding TiledMLP for memory savings. They share a general efficiency theme but not the same code path or mergeable change." } ] }, @@ -19663,8 +19611,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -19674,12 +19622,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "6cf0e17c82538a75a999cbee8a043f0e4f76d3a2412cd392343ed0a3a39429e0", + "prepared_review_unit_hash": "e5e483ba16f89272fe9a58eaedeba0944cd10ae9bba47b0bf41dcb37c33d0ad4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19687,7 +19635,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -19696,18 +19644,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are thematically related to custom trainers and Trainer internals, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPs estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "#43598 is the better canonical issue because it is a concrete Trainer customization problem with a focused API/behavior change request; it better represents the cluster\u2019s shared theme than the FLOPs-estimation issue.", + "summary": "The two issues are only loosely related through Trainer customizability, 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": 0.91, + "canonical_issue_reason": "If a single representative is needed, #43598 is the broader Trainer behavior issue; #43600 is a narrower FLOPS-accounting concern.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the most suitable issue to keep as the representative item: it is specific, actionable, and centered on a clear Trainer behavior change rather than a narrower estimation edge case.", + "best_issue_reason": "#43598 is the better cluster representative because it centers on a general Trainer customization limitation rather than a specific metric-estimation edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related only at the level of custom trainers/Trainer internals. One concerns `remove_unused_column` customizability, the other concerns FLOPs estimation logic; they are different code paths and not the same underlying bug or change." + "reason": "Different underlying bugs: `remove_unused_column` customizability vs. FLOPS estimation for custom trainers. No clear shared code-path fix or duplicate problem statement." } ] }, @@ -19726,8 +19674,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -19737,12 +19685,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "f22d1c63ce973b418e35077017408e9e30cc393d33849e7284cf3aecc3297c53", + "prepared_review_unit_hash": "a34d7638834f54790d5a88d3efe5bc65aa10cf5d5acd413e248c6da0c0a84832", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19750,7 +19698,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19759,18 +19707,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in that both concern missing Qwen model support, but they are not duplicates: one is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, and the other is about AutoModelForSequenceClassification support for Qwen3.5.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the requests target different model families and different APIs/tasks, so they do not describe the same underlying bug or change.", + "summary": "These are not duplicates: issue #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while issue #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different auto-class pathways.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, 43684 is the broader model-registration request, but it still does not subsume 44405\u2019s sequence-classification support request.", + "best_issue_reason": "#43684 is the broader and more generally framed issue, so if a single issue must represent the cluster it is the better anchor; #44405 is a separate feature request for a different task head and model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support via Qwen3_5Config. Same general ecosystem, but not the same bug or patch." + "reason": "Different requests: Qwen3-Omni registration for causal/conditional generation vs Qwen3.5 sequence classification support. They do not describe the same underlying bug or change." } ] }, @@ -19789,8 +19737,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -19807,70 +19755,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "3b64ebe59365e0f120f1e94c68ac5f113ec05c2c57001637cf0747681b869d24", + "prepared_review_unit_hash": "0fce065278b0b13361ef2fd32fb3b042a7e1687f75742b0ee654daf3c5f3b0bb", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four issues are extremely low-information, with generic or empty titles/body content. They may be related by duplication/spam, but there is not enough concrete bug detail to confirm any shared underlying problem; no PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43859 is the least uninformative of the set only because it has a discussion activity count, but none of the issues describe a specific bug well enough to make a strong canonical choice.", + "summary": "The cluster looks like two separate title-only issue groups: one issue titled \"Fett\" and three issues titled \"huggingface \". There isn\u2019t enough substantive content to confidently merge any of them as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues, so it is the best representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the cluster representative, 43859 is marginally best due to having some discussion activity; otherwise the cluster is too underspecified for a meaningful canonical issue.", + "best_issue_reason": "issue:43845 is the strongest cluster representative because it is earliest and matches the repeated title pattern; however, the available evidence is too thin to prove true duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only soft title similarity is available; the issues do not describe the same concrete problem or code path." + "reason": "Different titles and no shared body details or explicit linkage; similarity is too weak to imply the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only soft title similarity is available; there is no substantive evidence that these are the same underlying bug." + "reason": "Different titles and no concrete evidence of the same bug/report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The artifacts are too generic and underspecified to confirm they are duplicates of the same real issue." + "reason": "Different titles and no concrete evidence of the same bug/report." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Same generic title, but no body detail or explicit target shows a shared concrete bug." + "reason": "Same short title, but there is no body content, issue target, or other concrete evidence showing the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "These look superficially similar, but the available metadata is insufficient to establish the same underlying issue." + "reason": "Same short title, but the issues lack substantive details; discussion activity alone is not enough to confirm duplication." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "There is no concrete problem statement beyond a repeated generic title, so duplicate status cannot be confirmed." + "reason": "Same short title, but there is no concrete evidence they describe the same bug or change." } ] }, @@ -19889,8 +19837,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -19911,12 +19859,12 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "9006e3de7c48d26da7357c02d9e4e4096ee87009c982cbdbb02cc09278ea2936", + "prepared_review_unit_hash": "8b14d6dbdf5b0fe328ab00658e46512192532742cda6b3c2e19d6b91693bca2f", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, + "serialized_chars": 5785, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -19924,7 +19872,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, + "serialized_chars": 5785, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -19933,66 +19881,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not true duplicates; they look like unrelated spam or placeholder issues with no shared concrete bug or feature request.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are too vague and appear unrelated, with only generic spam/documentation-like titles and no substantive bodies or shared targets.", + "summary": "These are not duplicate issue reports for the same underlying bug/change; they look like spam or generic placeholder issues with one unrelated documentation request and one unrelated named-topic issue.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong cluster representative. If forced, #44418 is only marginally more descriptive, but it still lacks enough detail to serve as a meaningful canonical issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just \"\" placeholders; no evidence of the same underlying issue beyond generic similarity." + "reason": "Both are generic spam-like placeholders; no concrete shared bug or change is described." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are just \"\" placeholders; no concrete shared bug or change is described." + "reason": "Both are generic spam-like placeholders; no evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; no specific overlap in problem or request." + "reason": "One is spam-like and the other is a vague documentation request; these are not the same report." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"\" and \"Check out 'Google LLC'\" are unrelated spam-like items, not the same issue." + "reason": "A spam-like placeholder and a named-topic issue; no shared bug/change is evident." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic documentation enhancement request does not match a spam placeholder as the same underlying issue." + "reason": "A generic documentation enhancement and a spam-like placeholder are not duplicates." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A generic documentation enhancement request does not match a spam placeholder as the same underlying issue." + "reason": "A generic documentation enhancement and a spam-like placeholder are not duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no substantive bug or request to indicate a real duplicate relationship." + "reason": "Both are spam-like placeholders, but there is no concrete issue description to confirm they are the same underlying report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. a different spam-like title; no shared concrete underlying problem." + "reason": "A spam-like placeholder and a named-topic issue do not appear to refer to the same bug or change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. a different spam-like title; no shared concrete underlying problem." + "reason": "A spam-like placeholder and a named-topic issue do not appear to refer to the same bug or change." } ] }, @@ -20011,8 +19959,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20022,12 +19970,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "11d82a7152593ff286c69c38a42cc54a311193577041f0a803578e4a2d94673a", + "prepared_review_unit_hash": "429b5e07652ce5bd0a6a0a31fc540c0e3a2f696f0ddc2ff733ec546951a97d72", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20035,7 +19983,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20044,28 +19992,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair looks highly similar and likely related, but the evidence is not strong enough to call a confirmed duplicate. Treat #45145 as the conservative canonical issue because it is earlier and has the only inbound reference, but keep the duplicate judgment tentative.", - "confidence": 0.72, - "canonical_issue_reason": "#45145 is the best conservative canonical representative: it was created earlier and has the only inbound reference, but the similarity evidence is still soft rather than definitive.", + "summary": "These are highly similar closed issues with identical titles and comparable body sizes, so they appear to be duplicate reports of the same energy-optimization proposal. #45145 is the best canonical issue because it was opened earlier and already has an inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the more established duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue to keep as the primary record for this cluster because it is earlier and slightly better connected, though the duplicate link should remain uncertain.", + "best_issue_reason": "#45145 is the best issue representative because it is the earlier of the two and has slightly more link history.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Same title and similar body length are suggestive, but the packet only provides soft similarity and deterministic_accept is false, so this should not be marked as a confirmed duplicate." + "accept": true, + "reason": "Identical titles and similar body lengths, plus a soft-similarity signal, indicate these are likely duplicates of the same issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate judgment is too strong for the evidence provided. The packet only shows identical titles, similar body length, and a soft-similarity signal; it does not establish that these are the same issue. In particular, the pair\u2019s deterministic_accept is false, so marking the soft edge as an accepted duplicate overstates the evidence. The canonical-issue choice (#45145 as earlier with one inbound reference) is reasonable, but the merge/duplicate verdict should be downgraded to conservative uncertainty rather than a clear duplicate." + "feedback": "The canonical/representative choice is grounded, but the soft-edge verdict and summary overstate the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not demonstrate that the bodies are \"strongly overlapping\" or that the issues are definitively \"near-identical.\" A more conservative conclusion would be that they are likely duplicates / highly similar issues." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20131,8 +20079,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -20142,40 +20090,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "81a4c39db496f9a80aa041e58552b590647674f70dc00069d4755679c18a1cb9", + "prepared_review_unit_hash": "23ab82cbd62dd377767506170fed5ad66ce9b53c8d497c0595fc797f6197a617", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct closed issues, not duplicates: one is a Gemma4 audio-module uint8/NF4 TypeError, the other is a BitsAndBytesConfig regression where skip-modules handling clears the default lm_head exclusion and triggers an AssertionError in 4-bit inference.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45674 is the cleaner triage anchor because it states a specific, reproducible configuration regression in 4-bit inference; however, it is not the same bug as 45672.", + "summary": "These are related only at a very broad level (both are 4-bit inference bugs), but they describe different failure modes, different causes, and different affected code paths, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the better canonical representative because it states a concrete, actionable BitsAndBytesConfig regression with a clear failure mechanism and likely fix scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the best representative of the cluster only in the sense that it is the more explicit and broadly framed regression; 45672 is a separate failure in a different code path.", + "best_issue_reason": "#45674 is the stronger anchor for the cluster since it has the more specific root-cause description and is easier to map to a fix than the more product-specific Gemma4/audio-module TypeError report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: different underlying bugs and code paths. 45672 is a torch.finfo/uint8 problem in Gemma4 audio modules during NF4 inference; 45674 is a BitsAndBytesConfig skip-modules regression that removes the default lm_head exclusion and causes an AssertionError." + "reason": "Both involve 4-bit inference, but one is a Gemma4 audio-module torch.finfo TypeError on uint8 weights while the other is a BitsAndBytesConfig llm_int8_skip_modules bug that clears the default lm_head exclusion and triggers an AssertionError. Different bugs and code paths, so not a duplicate." } ] }, @@ -20194,8 +20142,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20205,7 +20153,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "097230013437ac268f20c8a7802bb83bd11b034025102db62f5ef0cb7aa8433d", + "prepared_review_unit_hash": "e1fa15601638852fc1efe01935f0d45fb139a1bda90d968fc66c31fadbab6a0f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20227,18 +20175,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates or the same underlying problem; they are separate name/date entries with no shared technical context.", - "confidence": 0.97, + "summary": "The two issues are not duplicates: they are separate, name-and-date-only tickets with no shared bug description, code context, or explicit linkage. This looks more like unrelated spam or placeholder content than a duplicate cluster.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical candidate: both are minimal, unrelated entries and do not describe a reproducible bug or request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different person names and birth dates; no shared subject matter, code path, or issue content indicating the same underlying bug or change." + "reason": "Different person names and birthdates; no overlapping problem statement, code path, or explicit linkage. They do not appear to describe the same underlying issue." } ] }, @@ -20256,9 +20204,9 @@ "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -20268,40 +20216,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "c851e161e5943f852f6f97c6de3f50291a34af7f71d047c5eb21fcac1c60c351", + "prepared_review_unit_hash": "821651a2caefa03c8428cd46df4c31f84b0615f4863a69dffb826f83f0890bc2", "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 have only personal-name/date titles and no bodies, targets, or shared references. There is no evidence they describe the same bug or request, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two closed issues have only superficial title similarity (personal names plus dates) and no body, links, or shared targets/files to indicate the same underlying problem. They should not be clustered as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate target because there is no evidence of a shared bug/report and no richer thread to prefer.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles look like unrelated personal entries, and there is no body, linkage, or code-related context indicating the same underlying issue." + "reason": "The titles reference different people and different dates, and there is no supporting body or cross-reference evidence tying them to the same issue." } ] }, @@ -20320,8 +20268,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -20331,7 +20279,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "900dba3f7a3c875403da453f57f12a468de5d4b2c323efd472c55ecafbf30151", + "prepared_review_unit_hash": "2b6cb7847064e2a84f409f61cb88ec3cba1702527d8e0ab31dc0f4deebc1e5ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -20353,18 +20301,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They target different features and code paths.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits both: the requests are unrelated (model head support vs FP8 training capability).", + "summary": "The two issues are unrelated: one requests adding a Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45810 is the more concrete feature request and would be the better representative if this cluster were forced to pick one, but it should not absorb #46295 as a duplicate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying changes: adding Qwen3_5ForTokenClassification for value-model use is a model/API addition, while FP8 training support is an optimization/training feature. No shared bug or code path." + "reason": "Different feature areas and different underlying requests; no shared code path or concrete duplicate target." } ] }, @@ -20383,8 +20331,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -20404,12 +20352,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "9c56118f87a83f92e05a7c4f47414b1ca8f9ca63bfb9b376e495622244ac1754", + "prepared_review_unit_hash": "b189030c5faec1da65cff96bb2d035927d06b9e3fb49735542df0e5d2d668bdb", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20417,7 +20365,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20426,69 +20374,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to contain two likely duplicate issue pairs: 45870/45871 and 45872/45873. The evidence supports these as same-request pairs based on identical titles and matching body lengths, but not enough to call them definitively exact duplicates. Issue 45869 is a separate dataset/sample listing and does not match the other request types.", - "confidence": 0.89, - "canonical_issue_reason": "45870 is the best canonical issue for the 45870/45871 pair because it is the earlier of the two identical-title, matching-length issues and cleanly represents that request.", + "summary": "There are two clear exact-duplicate issue pairs: 45870/45871 and 45872/45873. The dataset bundle issue (45869) is distinct, and the cross-pair finance-themed issues are only broadly related, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45872 is the best canonical issue: it is part of an exact duplicate pair with 45873 and has the more detailed, concrete title/body than the other duplicated pair.", "canonical_pr_reason": null, - "best_issue_reason": "No single global canonical exists across all five issues because 45869 is a different topic and the remaining four split into two separate likely-duplicate pairs; 45870 is the strongest overall representative only for the example-request pair.", + "best_issue_reason": "issue:45872 is the strongest overall representative because it is an exact duplicate target and reads like the most substantive, specific issue among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial wording, but one is a dataset/sample listing and the other is an example request; different underlying issue." + "reason": "Different artifacts: dataset bundle listing vs. a financial time-series example; same finance theme only." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869/45870: topical overlap only, not the same request." + "reason": "Different artifacts: dataset bundle listing vs. a financial time-series example; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Likely duplicate: identical title and matching body length strongly indicate the same request, even though the packet lacks full body text." + "reason": "Exact duplicate titles and matching body size/content indicate the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge/financial time series, but the requests differ in scope and concrete intent; not the same issue." + "reason": "Both are finance/DataForge themed, but one is an example and the other is a data+scraping service proposal; not the same concrete request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: related theme only, not the same underlying request." + "reason": "Related topic only; different described change/request, so not a duplicate." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different request type and scope; shared subject matter is too broad to treat as the same issue." + "reason": "Same broad finance/DataForge theme, but the underlying issue descriptions differ." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different request type and scope; not the same underlying issue." + "reason": "Same broad finance/DataForge theme, but not the same underlying issue or change." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Likely duplicate: identical title and matching body length strongly suggest the same request, though the evidence is not enough to label it an exact duplicate." + "reason": "Exact duplicate titles and matching body size/content indicate the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary overstates the evidence. The packet only provides soft_similarity plus matching titles/body lengths; it does not contain the issue bodies or any hard duplicate signal, so calling 45870/45871 and 45872/45873 \"exact duplicates\" is too strong. The conservative conclusion would be that these pairs are highly similar / likely duplicates, not definitively exact duplicates. The 45869 separation is grounded, but the duplicate verdicts need to be softened." + "accept": true, + "feedback": "The analysis is grounded in the packet: 45870/45871 and 45872/45873 are the clear exact-duplicate pairs based on identical titles and matching body lengths, while 45869 is distinct. The cross-pair verdicts stay conservative and do not overclaim duplicates. The only mildly interpretive phrasing is about 45872 being the more detailed canonical representative, but that is reasonably supported by the longer body length and more specific title." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20501,8 +20449,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -20512,7 +20460,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "00dfd406d8b26e7e53957300c85342e113fbf95d58c51f608b77a63e70750db7", + "prepared_review_unit_hash": "8fdfc273706c2461d1ca34ce8e2fba4833044ed90344a386cadcaf921399b191", "component_budget": { "node_count": 2, "item_count": 2, @@ -20534,18 +20482,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during early initialization, the other is a `KeyError` in Qwen3.5. Related area, but not clearly the same underlying bug.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more directly (`early_initialization` corrupting linear-attention layers) rather than a model-specific symptom.", + "summary": "Two open issues both involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one reports shape corruption leading to `RuntimeError`, the other a `KeyError` in Qwen3.5. They look related, but not clearly the same underlying bug from the titles alone.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the likely root cause (`early_initialization`) and the broader failure mechanism affecting linear-attention layers, while 46441 reads as a model-specific crash report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative of the cluster because it is broader and more diagnostic of the static-cache/linear-attention failure path.", + "best_issue_reason": "46439 is the strongest representative for the issue cluster: it is more general, more diagnostic, and more likely to capture the underlying static-cache bug than the specific Qwen3.5 `KeyError` report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "They are adjacent in the static-cache/linear-attention area, but the reported errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and there is no direct evidence they stem from the same code-path bug." + "reason": "Both mention static cache and linear attention, but one is a shape-corruption `RuntimeError` and the other is a `KeyError: 'linear_attention'`. That is related, but not enough to confirm the same concrete bug." } ] }, @@ -20564,8 +20512,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -20575,7 +20523,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "6ed082f71dd5d75229d4bc1f8d67024887115ea27117e13e02e2fc5fc592b08e", + "prepared_review_unit_hash": "999bbe480ac049776de7850daea3939e6138c21fd069f915322926cc6a810109", "component_budget": { "node_count": 2, "item_count": 2, @@ -20597,24 +20545,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-identical reports of the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread; the closed one appears to be the earlier duplicate.", + "summary": "These two issues are near-perfect duplicates: identical title, same reported Wav2Vec2CTCTokenizer v5 bug, and matching evidence with no material differences beyond state/activity.", "confidence": 0.99, - "canonical_issue_reason": "issue #46552 is open and has inbound references, so it is the better active tracking issue for the same report.", + "canonical_issue_reason": "Issue #46551 is already closed and appears to be the duplicate resolution target; #46552 is the open twin with the same report.", "canonical_pr_reason": null, - "best_issue_reason": "issue #46552 is the best issue overall because it is the open, referenced canonical report for this exact bug.", + "best_issue_reason": "#46551 is the better canonical issue because it is closed, making it the likely original or resolved duplicate anchor for this exact bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same apparent body length/content, and the same underlying Wav2Vec2CTCTokenizer v5 bug report." + "reason": "Same title and same underlying tokenizer bug report; no meaningful differences in scope or content." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is well grounded in the packet: the two issues have identical titles and body length, and the open one has inbound references, so treating 46552 as the canonical thread is conservative and supported. The soft-edge accept is also justified by the strong similarity evidence." + "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body length, and only differ in state/activity. The duplicate/near-duplicate characterization is conservative, and the soft-edge accept is supported by the evidence." }, "evaluator_used": true, "retried": false, @@ -20630,8 +20578,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -20641,12 +20589,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "2d4f9b9ae8651468993d1c259e7d700a3a1203852754c92fca76df9e0298300d", + "prepared_review_unit_hash": "f4e6771b887e4f4ea9ef2aaed762005b14d58b05f7ca008976fc6661dbd1de38", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -20654,7 +20602,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -20663,18 +20611,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object detection training, while the other reports progressive out-of-memory during RT-DETR v2 training. They involve different failure modes and likely different causes/fixes.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 46657 is the more specific, concrete bug report centered on a tensor shape mismatch, which is easier to map to a single code-path problem if this cluster were being indexed.", + "summary": "These two issues do not look like duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. The soft similarity is likely due to shared training context, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the more canonical representative because it names a specific concrete failure mode (tensor size mismatch) rather than a general training symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the better representative issue because it describes a distinct, actionable training-time error rather than a broad resource symptom.", + "best_issue_reason": "Issue 46657 is the better cluster representative, but only as a naming anchor; issue 46692 describes a different problem and should not be merged with it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after epochs. Same training domain, but not the same bug or fix." + "reason": "Different failure modes: tensor shape mismatch vs. out-of-memory after epochs. They share the training domain but not the same underlying bug." } ] }, @@ -20693,8 +20641,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -20704,7 +20652,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "b2706b658ff33027514bd2fbddd73c15d0e29a25d080ce0b46c785cac47560bb", + "prepared_review_unit_hash": "d93ea258522623e586562dea0b5e79ad697b77578fd1b0beb39c061a7ee62b6e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20726,18 +20674,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both model-loading failures, but they describe different code paths and different failure modes: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They should not be deduplicated.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #46822 is the more concrete and discussion-backed report, with a specific multi-GPU ZeRO-3 OOM symptom and a named model/submodule involved.", + "summary": "These two issues describe different bugs in different loading paths: ZeRO-3 zero.Init partitioning for a composite multimodal submodule vs 4-bit device_map dispatch incorrectly sending a fitting model to CPU. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46822 is the better canonical representative because it has more discussion activity and an inbound reference, suggesting it is the more established report in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#46822 is the strongest representative issue here because it is narrowly scoped, technically specific, and has some existing discussion/inbound reference signal.", + "best_issue_reason": "46822 is the clearest anchor for this cluster: the title precisely states the failing path (ZeRO-3 zero.Init) and the affected model component (composite minimax_m3_vl language submodule).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: these appear to be unrelated loading/dispatch bugs. #46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising ValueError." + "reason": "Different root causes and code paths: one is ZeRO-3 partitioning during initialization, the other is 4-bit auto device mapping with max_memory. They do not look like the same underlying bug." } ] }, @@ -20767,7 +20715,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "ec237cb55b947d29e3a6e2d98d0b982f59ca337b1e58d894057b88fa0b6e10aa", + "prepared_review_unit_hash": "2d317e8e730bb1563010e39aad4d8d8c98915634312b81ec9dc897929cf803c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20789,18 +20737,18 @@ "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 is a later realtime-focused extension with additional tokenizer/processing/generation work. They overlap heavily in files, but the concrete behavior being added differs.", - "confidence": 0.92, + "summary": "Both PRs target VibeVoice, but they are different changes: one is the base VibeVoice integration, while the other adds a separate realtime variant and an acoustic tokenizer. They overlap in shared model-family scaffolding, but not in the same concrete fix/change set.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better canonical PR because it is the original VibeVoice implementation, is not a draft, and has the broader review/discussion trail for the base integration.", + "canonical_pr_reason": "pull_request:40546 is the better canonical representative because it is the foundational VibeVoice implementation, is more mature (more review activity, not a draft), and covers the core model/docs/auto-registry wiring.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative PR for the cluster because it appears to be the foundational implementation, whereas #42781 is a narrower follow-on for realtime support and is still a draft.", + "best_pr_reason": "pull_request:40546 is the best PR to represent the cluster since it is the primary, general VibeVoice integration; pull_request:42781 is a narrower follow-on/realtime extension with additional tokenizer and generation changes.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: these are related VibeVoice PRs but not the same underlying change. #40546 implements VibeVoice generally; #42781 specifically adds realtime support and touches additional realtime/tokenizer/processing paths, so they would not plausibly merge into one duplicate PR." + "reason": "Do not merge: they share the VibeVoice subsystem and some filenames, but 40546 is the base implementation while 42781 adds realtime-specific functionality and an acoustic tokenizer, so they are not the same underlying change and would not plausibly collapse into one PR." } ] }, @@ -20830,7 +20778,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "6b1747e1c4f6ec85f0a88b2c9b56f8ad154904d8f261a4a0bca07ea2d7e5eaa9", + "prepared_review_unit_hash": "f056407654ba3280bac1b0f016e96a253f4b32a1658a093aca7605483905f172", "component_budget": { "node_count": 2, "item_count": 2, @@ -20852,18 +20800,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families (TimesFM covariates vs DINOv3 image classification), so this is not a duplicate cluster.", + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different code paths and different models, so neither can stand in for the other.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "40755 is the broader standalone feature PR, but it is still not a duplicate of 41224.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different changes; they do not fix the same underlying bug or implement the same feature, so they should not be merged as duplicates." + "reason": "Different codebases and problems: PR 40755 adds covariate-based forecasting to TimesFM, while PR 41224 adds image-classification support for DINOv3. They touch different models, files, and user-facing behaviors, so they are not the same change." } ] }, @@ -20990,178 +20938,178 @@ "pull_request:43823|pull_request:46707", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "a9a5ef2dbfb542de71525e5d095f7eca501f07c41a03208208c00e3298bebb20", + "prepared_review_unit_hash": "b3678af0297bd6fabffd1c55d60b0cdf63ff5aced3a1071ae3475f4883abb252", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38876, - "estimated_input_tokens": 9719, - "estimated_eval_tokens": 19694 + "serialized_chars": 38881, + "estimated_input_tokens": 9721, + "estimated_eval_tokens": 19698 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38876, - "estimated_input_tokens": 9719, - "estimated_eval_tokens": 19694 + "serialized_chars": 38881, + "estimated_input_tokens": 9721, + "estimated_eval_tokens": 19698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs spanning different features and subsystems. The only clear duplicate-like pair is the two cross-entropy kwargs fixes for the same issue; everything else should stay separate.", - "confidence": 0.91, + "summary": "This cluster is mostly heterogeneous: tokenizer, processor, model-addition, FSDP, chat parsing, and other unrelated PRs. The only clear duplicate pair is the two `fixed_cross_entropy` patches, which both add `weight`/`label_smoothing` support to the same loss helper.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical choice for the one true duplicate pair: it explicitly targets issue 43240 and contains the more complete cross-entropy kwargs fix.", + "canonical_pr_reason": "PR 43251 is the strongest canonical choice for the duplicate loss fix: it targets the same `fixed_cross_entropy` code path, has an explicit linked issue (`43240`), and the diff cleanly adds the missing `cross_entropy` kwargs.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the only genuine duplicate in the set; the other PRs are not the same underlying change.", + "best_pr_reason": "PR 43251 is the best representative PR in this cluster because it is the only concrete duplicate-worthy change and is the more complete/annotated version of that fix.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different work: Mistral tokenizer missing methods vs adding a new MobileLLM model. No shared code-path or mergeable overlap." + "reason": "Unrelated changes: Mistral tokenizer method additions vs adding the MobileLLM model package. Same broad area of Transformers, but not the same bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions are unrelated to ExecuTorch dynamic-shape export tests." + "reason": "Mistral tokenizer API gaps are unrelated to Executorch dynamic-shape export testing." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model loading, but one is a robustness refactor and the other is a new model addition; not the same bug/change." + "reason": "Processor auto-loading robustness for AudioFlamingo3/Phi4/Pix2Struct is unrelated to adding a new model checkpoint." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs handling is unrelated to adding MobileLLM." + "reason": "Loss-function kwargs support and MobileLLM model addition are different changes with no shared concrete code path." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs support is unrelated to Mistral4 test fixes and model changes." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "Both involve export/distributed concerns only loosely, but they fix different code paths and are not one mergeable change." + "reason": "Executorch dynamic-shape export testing is unrelated to FSDP2 module and migration work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests and Mistral4 fixes are unrelated." + "reason": "Dynamic export tests do not match the Mistral4 model/test fix." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to model addition." + "reason": "Executorch exportability tests and MobileLLM model addition are different features." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support and config resolution order fix are different changes." + "reason": "New MobileLLM model scaffolding is unrelated to fixing `cls.config` resolution order." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition vs Falcon output-collection refactor; different subsystems and goals." + "reason": "Adding MobileLLM is unrelated to Falcon output-capture refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill PR." + "reason": "Falcon standardized output collection refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output interface refactor and Mistral4 fixes are unrelated." + "reason": "Falcon forward-signature refactor and Mistral4 tests/model changes are not the same bug or change." }, { "left": "pull_request:44827", "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 tests/fixes and native FSDP2 migration are different concrete changes." + "reason": "Mistral4 fixes are unrelated to adding native FSDP2 support and migration code." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the CLIP-like layrnorm rename cleanup." + "reason": "Mistral4 test/model work is unrelated to the `layrnorm` to `layernorm` checkpoint renaming cleanup." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and serve chat parsing overhaul are unrelated." + "reason": "Mistral4 tests are unrelated to serve chat parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes are unrelated to TDT loss kernel integration." + "reason": "Mistral4 fixes and TDT loss kernel integration address different subsystems and different problems." }, { "left": "pull_request:45170", "right": "pull_request:46707", "accept": false, - "reason": "A spelling/weight-renaming cleanup across CLIP-like models is unrelated to FSDP2 migration." + "reason": "Checkpoint renaming for CLIP-like models is unrelated to FSDP2 module migration." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "They share no underlying bug/change; one is Mistral4 fixes, the other is a model creation skill PR." + "reason": "Mistral4 model/test changes are unrelated to the model-creation skill and dataset/doc scaffolding PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model support is unrelated to the model-creation skill meta-PR." + "reason": "MobileLLM model addition is unrelated to the model-creation skill scaffolding PR; they are not the same concrete change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-class resolution order fix are different issues." + "reason": "Mistral4 fixes are unrelated to `cls.config` resolution order changes." }, { "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "TDT kernel integration and native FSDP2 migration are unrelated." + "reason": "TDT loss kernel integration is unrelated to native FSDP2 module migration." }, { "left": "pull_request:43823", "right": "pull_request:46707", "accept": false, - "reason": "MobileLLM model addition is unrelated to FSDP2 migration." + "reason": "MobileLLM model addition and FSDP2 migration are distinct features with no shared bug or code path." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file, same underlying cross-entropy kwargs bug, and both target issue 43240; they are plausibly mergeable into one PR." + "reason": "Both PRs patch the same helper, `fixed_cross_entropy`, to pass supported kwargs through to `nn.functional.cross_entropy` (weight/label_smoothing) and are plausibly mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is clearly the same cross-entropy kwargs fix in the same file and is plausibly mergeable into one bugfix PR. The rejected soft pairs are also conservatively framed as different changes across unrelated subsystems." + "feedback": "The summary is grounded in the packet and stays conservative about unrelated PRs. The one accepted soft-edge pair, PR 43251 and PR 43254, does look like the same `fixed_cross_entropy` bugfix and plausibly mergeable into a single PR. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -21188,7 +21136,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "02df446eeaf6c541bad12126e4073933e0ef2c6b7ff932e0dc5fc712165dca3c", + "prepared_review_unit_hash": "da3d8afc02083bc4865dea19ed0de1958afae78700fd4e79f9eb02120eee0973", "component_budget": { "node_count": 2, "item_count": 2, @@ -21210,18 +21158,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate workflow-dependency upgrade PRs with some overlap in GitHub Actions files, but they target different action families and different upgrade motivations.", - "confidence": 0.86, + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different concrete maintenance tasks, so they are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical representative because it is the broader workflow-maintenance change and the title/body clearly frame a specific compatibility goal (Node 24).", + "canonical_pr_reason": "PR 42975 is the more canonical representative of the cluster because it is the broader workflow-actions upgrade and has a clearer stated purpose: Node 24 compatibility across multiple actions.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the strongest standalone PR in the cluster: it has the broader scope, clearer rationale, and the diff spans many workflow files rather than a single action bump.", + "best_pr_reason": "PR 42975 is the best representative PR for the cluster since it covers a wider set of workflow action version bumps and has the strongest overarching rationale.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They overlap in workflow files, but they upgrade different actions for different reasons: #42975 is a Node 24 compatibility sweep, while #42976 bumps docker/build-push-action to v6. This is not the same underlying change and would not naturally be one merged PR." + "reason": "They both touch GitHub Actions workflows, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action to v6. Different action dependencies and different underlying changes; they could not plausibly be merged into one duplicate fix." } ] }, @@ -21262,82 +21210,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "ac3e1b583d6925c9bc8491e16a2cd1f59637b24810c36bed8fdac66b080ebc36", + "prepared_review_unit_hash": "4709beb06c70804df18af9059b2c84e092c2814debc682689dc81f0954dab76c", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21159, - "estimated_input_tokens": 5290, - "estimated_eval_tokens": 10836 + "serialized_chars": 21153, + "estimated_input_tokens": 5289, + "estimated_eval_tokens": 10834 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21159, - "estimated_input_tokens": 5290, - "estimated_eval_tokens": 10836 + "serialized_chars": 21153, + "estimated_input_tokens": 5289, + "estimated_eval_tokens": 10834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly independent model-addition efforts across different architectures (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7). The only close pair, Step3p7 vs step_3_7_flash, still looks like a separate WIP/tooling/conversion effort rather than the same concrete change.", - "confidence": 0.96, + "summary": "This cluster is mostly a set of unrelated model-addition pull requests that only look similar because they follow the same Transformers integration pattern. The only close pair is the two Step3.7 Flash-related PRs, but one is the core library/model addition and the other is WIP conversion/debug/script work, so I would not merge them as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplicate triage: this cluster does not contain a true duplicate set, only separate model additions and one adjacent-but-distinct Step3p7 tooling PR.", + "canonical_pr_reason": "pull_request:46562 is the best representative PR in this cluster because it is a self-contained core Transformers model addition and is the closest to the only plausible near-duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46562 is the strongest standalone candidate if one PR must be highlighted: it is a full model implementation with docs/tests, whereas pull_request:46658 is WIP conversion/build tooling for a related but distinct Step3p7-flash effort.", + "best_pr_reason": "If a single PR must stand in for the cluster, pull_request:46562 is the most representative; however, there is no true duplicate PR in this set because the other PRs add different models or ancillary tooling.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo) with distinct codepaths; shared docs/auto-registration files are incidental to adding new models." + "reason": "Different models entirely: ViT NEPA vs Molmo. Shared docs/auto-registration files are just standard model-integration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2); overlap is only in generic registration/docs plumbing, not the same change." + "reason": "Different model families: ViT NEPA vs Molmo2. Similar repository touchpoints do not indicate the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different domains and architectures (vision model vs time-series model); not the same bug or feature." + "reason": "Different model additions with distinct architectures and files; no shared concrete bug or implementation path." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families/versions with different files and implementations, not a single duplicate PR." + "reason": "Molmo and Molmo2 are separate model integrations, not the same underlying feature or fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; any overlap is broad repository plumbing only." + "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to generic registration/docs updates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different models with different model-specific codepaths and tests." + "reason": "Molmo2 vs CTSM are distinct model implementations with different code paths and tests." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM is a time-series model addition, while Step3p7 Flash is a multimodal model addition; they are unrelated changes." + "reason": "CTSM and Step3.7 Flash are different model ports; same subsystem touches are not enough to treat them as duplicates." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Both mention Step3p7-flash, but 46562 adds the model implementation/docs/tests and 46658 is WIP mini-model/conversion tooling; they are not the same concrete code-path fix and would not plausibly be merged as one PR." + "reason": "Both are Step3.7 Flash-related, but 46562 is the core Transformers model addition while 46658 is WIP scripts/mini-model/debug tooling; they do not look like the same mergeable code-path change." } ] }, @@ -21380,94 +21328,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "3bc8a8797f9e5b6d74c169bc080045dd1b050ab7cc47cdd1e7c407528606e6bd", + "prepared_review_unit_hash": "9984dd03f86687d934d0f1409429c760482c560c5fc5dfd80e33989f2253c50b", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16287, - "estimated_input_tokens": 4072, - "estimated_eval_tokens": 8400 + "serialized_chars": 16289, + "estimated_input_tokens": 4073, + "estimated_eval_tokens": 8402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16287, - "estimated_input_tokens": 4072, - "estimated_eval_tokens": 8400 + "serialized_chars": 16289, + "estimated_input_tokens": 4073, + "estimated_eval_tokens": 8402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items are six unrelated pull requests spanning different subsystems (Whisper decode, CLIP/ViT tests, FP8 dequantization, generation validation, CI memory handling, and ASR pipeline routing). No pair looks like the same underlying change or bug fix.", - "confidence": 0.94, + "summary": "These PRs are not duplicates; they touch unrelated areas (Whisper decoding, placeholder test fixes, FP8 dequantization, generation-config validation, CI memory limits, and ASR pipeline routing).", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the clearest self-contained code fix in the set: it addresses a concrete validation bug by converting `watermarking_config` dicts before validation, with aligned runtime/test updates.", + "canonical_pr_reason": "PR 46380 is the best standalone representative because it fixes a concrete code-path bug in generation config validation, has a clear implementation change, and includes broad regression coverage; the others are narrower or unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the strongest representative artifact because it has a precise bug, a narrow code-path change, and coherent follow-up updates; the other PRs are either test-only, infra-specific, or tackle different subsystems.", + "best_pr_reason": "PR 46380 is the strongest overall fix in the cluster: it addresses an actual runtime validation issue, not just test churn or infra tweaks, and is the most clearly actionable change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are titled as fixes, but one changes Whisper decode logic while the other injects bogus assertions into CLIP/ViT tests; they are not the same bug or change." + "reason": "Whisper tokenizer decoding changes are unrelated to the CLIP/ViT test-only edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/decode changes are unrelated to the FP8 dequantization and loading-path fix in 44815." + "reason": "Whisper decoding and FP8 dequantization are different subsystems and different bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "These touch different code paths: Whisper batch/timestamp decoding versus generation watermarking validation." + "reason": "Whisper decoding is unrelated to generation-config watermark validation." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "43665 is test-file noise in vision models; 46539 is CI memory handling for Phimoe integration. No shared underlying bug." + "reason": "Placeholder test assertions do not match the FP8 dequantization fix; no shared underlying bug." }, { "left": "pull_request:43665", - "right": "pull_request:46870", + "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to the ASR pipeline model-type routing change in 46870." + "reason": "Test churn in CLIP/ViT is unrelated to generation-config validation behavior." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Test assertions in vision model tests do not match the FP8 dequantization/runtime fix in 44815." + "reason": "Test placeholder edits are unrelated to the CI memory-limit/integration-test infrastructure change." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46870", "accept": false, - "reason": "These modify unrelated areas: dummy assertions in tests versus generation config validation logic." + "reason": "CLIP/ViT test edits are unrelated to ASR pipeline model-type dispatch." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequantization and core model loading changes are unrelated to CI CPU-memory patching for Phimoe tests." + "reason": "FP8 dequantization and generation-config watermark validation fix different code paths and failures." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "44815 is about FP8 quantization/dequantization; 46380 is about generation config watermarking validation. Different bugs, different code paths." + "reason": "FP8 kernel/loading changes are unrelated to CI runner memory patching." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and CI memory-limit plumbing are unrelated changes." + "reason": "Generation-config validation and Phimoe CI/test-environment changes are not the same bug or change." } ] }, @@ -21500,52 +21448,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "8bb15cad259597e6ae4f0c7763263d07e3597ea1e63118e8b0e61033cb1fb922", + "prepared_review_unit_hash": "96787c350d65fb5414b68dbd0761d4d45ab4b0f306e0f94d0d12881a02e733ee", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are unrelated '[don't merge]' test changes; the only overlaps are superficial (shared workflow/test files or generic CI wording).", - "confidence": 0.97, + "summary": "All three PRs are synthetic '[don\u2019t merge]' CI/bot checks, but they exercise different workflows and test paths rather than the same underlying bug or change. None should be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs address different code paths and purposes (setup/dependency metadata, self-comment CI/workflow plumbing, and a security-gate workflow trigger).", + "canonical_pr_reason": "No single canonical PR stands out as a true duplicate target; these are separate repository-bot / CI test PRs with different concrete edits.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good representative of the cluster because the items are synthetic and not the same underlying change.", + "best_pr_reason": "PR #43532 is the most representative/broadest CI test PR in the group, but it still addresses a different diff-display/self-comment workflow path than the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 edits setup/dependency/version metadata and a test, while 46747 only switches a workflow trigger from pull_request_target to pull_request." + "reason": "Different concrete changes: #43488 tweaks setup/version/dependency and a ViT test fixture, while #46747 only changes the security-gate workflow trigger. Shared 'don't merge' intent is not enough." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only shared file is a Vit test; 43488 is about packaging/version/dependency setup, while 43532 rewrites several CI/workflow files and testing utilities." + "reason": "Both are synthetic repo checks, but they target different paths: #43488 is about repo-bot format/dependency/test setup, whereas #43532 edits multiple CI/workflow files and diff-display plumbing. The shared ViT test file is incidental." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they fix different workflow paths: 43532 targets self-comment CI and related helpers, whereas 46747 changes the PR security-gate workflow trigger." + "reason": "Both touch CI workflows, but not the same issue: #43532 focuses on self-comment/diff display and notification behavior, while #46747 changes the PR security-gate trigger. Not mergeable as one fix." } ] }, @@ -21575,12 +21523,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d14ef9d344393a7144ac82afcbb491600d8b2eb7ff6905cf53369e4a7c413cc9", + "prepared_review_unit_hash": "326e1084c6112afed205b1b71ef96804a063fb4978295964d62f0c05389576ce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21588,7 +21536,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21597,18 +21545,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding, but target different tasks, models, tests, and docs, so they should not be treated as duplicates.", + "summary": "Two open PRs add different new pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding/docs patterns and some filenames, but they target different tasks, models, and test suites, so they are not duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate target: the PRs implement different segmentation pipelines with different concrete integrations and code paths.", + "canonical_pr_reason": "No canonical PR: these are separate feature additions for different segmentation tasks, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader representative of the cluster because it covers a larger visual-segmentation integration surface, but it is still not a duplicate of #43612.", + "best_pr_reason": "If one had to be picked as the representative PR, #43613 is slightly broader and more complete, but it is not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. They share pipeline/documentation scaffolding, but the changed model files, tests, and task docs show separate code paths and not a single mergeable fix." + "reason": "Different pipelines and codepaths: concept segmentation vs visual segmentation. Shared documentation/registry scaffolding is not enough to treat them as the same change." } ] }, @@ -21638,7 +21586,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "3252914856c7df4fd932620037ab81b0fd92afe9b50e0ba2d30d314cd7cfd472", + "prepared_review_unit_hash": "def51bf3d70149901aeeb2a5266d8d1ad44f2f1fdd2e5b01c78b824a0501dd62", "component_budget": { "node_count": 2, "item_count": 2, @@ -21660,18 +21608,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests touch `src/transformers/trainer.py`, but they fix different trainer behaviors: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for overrideability. They are not the same underlying change and should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two PRs both touch `trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete bug fix: it changes `training_step` loss normalization behavior and adds a narrow hook for custom trainers. It is a self-contained behavioral change with a clear training-path impact.", + "canonical_pr_reason": "No canonical PR: one introduces `_loss_is_scaled_for_ga` for training loss scaling, while the other adds `_get_signature_columns` for data column filtering; they fix different behaviors.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative of the cluster because it addresses a specific runtime training bug rather than a refactor/extension point, making it the stronger canonical candidate if one must be chosen.", + "best_pr_reason": "Neither PR is a clear best representative for the cluster because they are unrelated changes to different code paths rather than alternative fixes for the same problem.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They modify different code paths in the same file: #43651 adjusts gradient accumulation loss scaling in `training_step`, while #43663 refactors signature column discovery for data filtering. Shared file alone is not enough to treat them as the same fix." + "reason": "Different functionality and code paths in `trainer.py`: gradient accumulation loss normalization vs. signature-column extraction/refactor. Not the same underlying bug/change." } ] }, @@ -21701,7 +21649,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "382cb268e0bb31db02960ff29204f8a69e67064c05dea16a07ace2029a5b1bd6", + "prepared_review_unit_hash": "9b32ab8a73ce0fe2512d143c3dfba64ee8f702be503d0ab18b8959f10c46f9c4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21723,27 +21671,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in `src/transformers/cli/serve.py` and both touch TypeAdapter-related annotations, but they appear to fix different problems: one broadens annotation handling with `from __future__ import annotations`, while the other guards a `TypeAdapter` import for pydantic-optional environments. They are related, but not clearly the same underlying bugfix.", - "confidence": 0.68, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they fix different runtime-typing problems: one is a broader annotations/postponed-evaluation cleanup, while the other is a targeted workaround for `pydantic` being absent. I would not triage them as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the better canonical PR because it is more central to the cluster, has more discussion, and addresses the broader annotation/runtime-import issue in `serve.py`.", + "canonical_pr_reason": "No single canonical PR: the two patches address related but distinct TypeAdapter/name-resolution failures with different fixes and different issue targets.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the strongest representative since it captures the wider `serve.py` annotation fix and is the more discussed change in the cluster.", + "best_pr_reason": "43656 is the broader CLI TypeAdapter NameError fix and is the better representative of this cluster, but it is still not a duplicate of 43842.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "These PRs are related but not the same fix: #43656 adds future-annotations and adjusts several runtime annotations, while #43842 specifically makes `TypeAdapter` import/type usage safe when pydantic is absent. The overlap is too weak to treat them as one mergeable bugfix." + "reason": "Same file and symptom family, but the remediations and issue targets differ: 43656 is a general annotations/future-annotations change, while 43842 is specifically for missing-pydantic/TypeAdapter import handling." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The packet only shows a weak overlap: both PRs edit `src/transformers/cli/serve.py` and both mention TypeAdapter-related annotation issues, but the diffs point to different fixes. PR #43656 adds `from __future__ import annotations` and adjusts several runtime annotations in `TimedModel`, while PR #43842 conditionally imports `TypeAdapter` under `TYPE_CHECKING` and quotes one annotation to avoid failure when pydantic is absent. That is not enough to confidently call them the same underlying bugfix or say they are clearly mergeable into a single PR. The summary and soft-edge verdict are a bit too strong for the evidence provided." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21897,8 +21842,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44059|pull_request:44071", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -21930,12 +21875,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "0c1ddb1112924e5bc0314b8a326dec3483a4914e2151a26c883f06a014581b0f", + "prepared_review_unit_hash": "dbdf0839ddc7904e6bb4eadc3db0955a89b23cd331976d81228dee09046838d2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, + "serialized_chars": 84506, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -21943,7 +21888,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76937, + "serialized_chars": 76938, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -21952,364 +21897,358 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a theme cluster about standardized output-tracing refactors across many unrelated model families, not a single duplicate set. The only clear duplicate-like subclusters are GPT-Neo (44018/44068) and GPTJ/CodeGen (44066/44085/44722).", - "confidence": 0.63, + "summary": "This cluster is mostly a set of parallel standardized-output refactors across unrelated model families. The only strong duplicate/revision family is the GPT-J/CodeGen chain around #44722; the other soft links are mostly same-theme but different code paths.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best representative PR for the concrete GPTJ/CodeGen output-tracing refactor family; it is the broadest and most complete of the overlapping GPTJ-side changes.", + "canonical_pr_reason": "PR #44722 is the best canonical PR: it is the most consolidated GPT-J/CodeGen output-tracing refactor, explicitly spans both files, and looks like the broadest later-stage revision in that concrete code path.", "best_issue_reason": null, - "best_pr_reason": "44722 best captures the shared concrete change pattern and overlaps with the closest true duplicates in the cluster.", + "best_pr_reason": "PR #44722 is the strongest representative of the cluster because it anchors the clearest duplicate/revision chain in the GPT-J/CodeGen implementation, while the rest of the cluster is mostly separate model-specific variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and files; only share the broad output-tracing theme." + "reason": "Different model families and code paths; shared output-tracing theme is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; same refactor style, not the same code-path change." + "reason": "Different model families and code paths; same refactor style only." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPTJ output-tracing refactor in the same file; plausibly one PR." + "accept": false, + "reason": "Same GPT-J family, but the packet only supports soft similarity and deterministic_accept=false; not enough to call this the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different image backbones and code paths; too broad to be duplicates." + "reason": "RegNet/ResNet/RT-DETR vs EfficientNet are different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPTJ/CodeGen are unrelated code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models; only the standardized tracing theme matches." + "reason": "GPT-J/CodeGen vs EfficientNet are different model code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are unrelated implementations." + "reason": "MobileNetV2 vs DeBERTa V2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPTJ/CodeGen vs MGP-STR are unrelated model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR are different models and fixes." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model code path." + "accept": false, + "reason": "Same GPT-Neo family, but the packet only supports soft similarity and deterministic_accept=false; not enough to merge as the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPTJ/CodeGen and MPT are different model implementations." + "reason": "GPT-J/CodeGen vs MPT are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different models; only the general decorator migration overlaps." + "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete model paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPTJ/CodeGen are not the same change." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPTJ/CodeGen are unrelated concrete changes." + "reason": "ResNet vs GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPTJ/CodeGen are unrelated code paths." + "reason": "MGP-STR vs GPT-J/CodeGen; same theme, different concrete fix." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPTJ are different model code paths." + "reason": "ResNet vs GPT-J are unrelated model families." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations." + "reason": "GPT-Neo vs ResNet are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT is not the same underlying fix." + "reason": "ResNet vs MPT are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPTJ/CodeGen are different model families." + "reason": "GPT-Neo vs GPT-J/CodeGen; similar refactor pattern, but not the same model path." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated models." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model changes." + "reason": "GPT-Neo vs MPT are different code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and GPTJ/CodeGen are different implementations." + "reason": "MPT vs MGP-STR are unrelated model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs GPTJ are different model code paths." + "reason": "GPT-J vs MGP-STR; only the refactor pattern matches." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated changes." + "reason": "GPT2 vs MGP-STR are different concrete changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are unrelated code paths." + "reason": "ViLT vs Flaubert/XLM are unrelated model code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are different model implementations." + "reason": "RegNet/ResNet/RT-DETR vs Segformer are different models." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 and MPT are not the same concrete bug/change." + "reason": "RegNet/ResNet/RT-DETR vs GPT-Neo are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated model refactors." + "reason": "MPT vs GPT-J are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and GPT2 are different code paths." + "reason": "GPT-Neo vs GPT2 are different models." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "GPT2 and GPT-Neo are separate model implementations." + "reason": "MPNet vs Flaubert/XLM are unrelated code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + "reason": "RegNet/ResNet/RT-DETR vs MPNet are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SegFormer are different model families." + "reason": "MPT vs SpeechT5 are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPNet are unrelated model code paths." + "reason": "GPT2 vs MPT are unrelated models." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "MPT and ImageGPT are different concrete changes." + "reason": "GPT2 vs GPT-Neo; same output-tracing theme only." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated." + "reason": "Segformer vs LongT5 are unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model implementations." + "reason": "Segformer vs GPT-J/CodeGen are unrelated models." }, { - "left": "pull_request:44056", + "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "GPT-Neo vs LongT5 are different concrete fixes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and LongT5 are unrelated model changes." + "reason": "TextNet vs Flaubert/XLM are unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44010", "accept": false, - "reason": "TextNet and LongT5 are different model code paths." + "reason": "GPT-Neo vs SqueezeBert are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated models." + "reason": "SqueezeBert vs MPT are unrelated models." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBERT are unrelated concrete changes." + "reason": "SqueezeBert vs VisualBert are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model families." + "reason": "RegNet/ResNet/RT-DETR vs TextNet are unrelated implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet and ImageGPT are unrelated model code paths." + "reason": "VisualBert vs Flaubert/XLM are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa V2 and TextNet are different implementations." + "reason": "VisualBert vs LongT5 are unrelated code paths." }, { - "left": "pull_request:44017", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model families." + "reason": "Flaubert/XLM vs LongT5 are unrelated models." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and GPTJ/CodeGen are unrelated code paths." + "reason": "TextNet vs LongT5 are unrelated models." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "SegFormer and VisualBERT are different model implementations." + "reason": "SqueezeBert vs DeBERTa V2 are different models." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and VisualBERT are unrelated." + "reason": "DeBERTa V2 vs TextNet are unrelated implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated model changes." + "reason": "FocalNet vs ImageGPT are different code paths; same standardized-output theme is not enough to merge them." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBERT and LongT5 are different code paths." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 looks like the broader later revision of the same change." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT2 and MPT are unrelated concrete changes." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing code path; 44722 broadens the refactor to CodeGen and appears to supersede the earlier GPT-J-only variant." }, { - "left": "pull_request:44056", + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "MPNet and SpeechT5 are unrelated model families." + "reason": "GPT-J vs SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and SegFormer are different model code paths." + "reason": "FNet/CVT vs RegNet/ResNet/RT-DETR are unrelated model implementations." }, { "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated changes." + "reason": "FNet/CVT vs SpeechT5 are different concrete fixes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are unrelated model implementations." + "reason": "DeBERTa V2 vs SpeechT5 are unrelated models." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 and VITS are different concrete refactors." + "reason": "DeBERTa V2 vs ViLT are different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model code paths." + "reason": "FocalNet vs ImageGPT are unrelated code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays mostly conservative: it distinguishes the broad theme cluster from the two plausible duplicate subclusters, and the accepted soft edges are limited to same-family, same-code-path refactors that could plausibly be merged into one PR. No obvious overstatement stands out from the evidence provided." + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but two soft-edge accepts go beyond what the packet supports. In the packet, both 44066\u219444085 and 44018\u219444068 are only soft-similarity links and are marked deterministic_accept=false; the evidence shows a shared refactor theme, but not enough to confidently call them the same change or a clear superseding revision. The accepted verdicts and wording like \u201clater revision\u201d / \u201csame change\u201d overstate mergeability. The GPT-J\u219444722 links look stronger, but the two earlier accepts are not conservative enough, so I can\u2019t accept the review as written." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -22340,12 +22279,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "6702ec0cbb9b84a771a3ef2c0892d65a4b8196f30fe9ebdaefb90456b95e47d8", + "prepared_review_unit_hash": "040c8d5b36d768ef552bf5f1da20a367f49130eb7dd93ec468067db21dc56870", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, + "serialized_chars": 84506, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -22362,42 +22301,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are related model-specific PRs for the same broader output-tracing migration pattern, but they are not duplicates of one another: each one changes a different model implementation and code path.", - "confidence": 0.86, + "summary": "These PRs share the same broad theme\u2014migrating model code to standardized output tracing/capture\u2014but they target different model implementations and code paths. They are related, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44073 is the clearest representative of the shared migration pattern: it adds the standardized output-capturing setup with both `capture_outputs` and `can_return_tuple` and includes the model-specific recorder mapping.", + "canonical_pr_reason": "No single canonical PR: each PR is a separate model-specific refactor, so they should not be collapsed into one duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR #44073 is the best single representative of the cluster because it most clearly shows the standardized output-tracing refactor in a self-contained model implementation; the others are narrower, model-specific variants.", + "best_pr_reason": "44010 is a good representative because it is a focused single-model refactor with review activity, but it still is not the same change as the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and files; these are separate code paths and not the same underlying bug or change." + "reason": "Both are standardized output-tracing refactors, but one is for VisualBert and the other for TextNet; different model code paths, not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate output tracing, but MPNet and VisualBert are distinct model implementations with separate edits, so they should not be merged as duplicates." + "reason": "MPNet vs VisualBert: same refactor pattern, but different model implementations and tracing hooks, so not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model-specific output-tracing refactors; too broad to treat as the same concrete change." + "reason": "MPNet and TextNet are distinct model-specific migrations; they do not fix the same concrete bug or change the same code path." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; they only share the generic migration pattern." + "reason": "RegNet and SqueezeBert are unrelated model-specific output tracing updates; too broad to treat as duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models and concrete implementations, so they are not duplicates." + "reason": "SqueezeBert vs SpeechT5 are separate code paths, and the explicit issue target on 44129 does not make it the same change as 44010." } ] }, @@ -22477,268 +22416,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "ff4fae2dea81d5c98fcf6ad917beacadba9a95575fcff6de687c5ca60f0869bb", + "prepared_review_unit_hash": "025e3e57519228e405648a44aa619664b6be39ee54abf987f97b89cfea68f867", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40182, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40182, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is over-grouped by a generic \"refactor output tracing\" theme. The PRs target different model families and distinct forward paths, so they are not duplicates of one another.", - "confidence": 0.95, + "summary": "This cluster is a set of separate model-specific output-tracing refactors, not a single duplicated bug/change. The PRs share a mechanical pattern (`can_return_tuple`, output capture, signature cleanup), but each targets different model code paths, so they should stay separate.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical exists here; if a representative PR is needed, 44003 is the broadest concrete output-tracing refactor because it spans both `falcon_mamba` and `mamba` and adds the tracing helper plumbing.", + "canonical_pr_reason": "PR 44003 is the most representative single PR in the set: it is a substantial tracing refactor and spans two related model files (`mamba` and `falcon_mamba`), making it the broadest exemplar of the cluster's theme.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest single representative of the set because it makes the largest concrete code change across two related model implementations, but it still should not be merged with the other PRs as a duplicate.", + "best_pr_reason": "PR 44003 best represents the cluster because it applies the output-tracing refactor across multiple related implementations and introduces the shared tracing utilities, so it is the strongest single anchor for this series.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward paths; same refactor label is not enough." + "reason": "Same refactor theme, but different model families and code paths (`timm_backbone` vs `upernet`)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated models (`timm_backbone` vs `vision_text_dual_encoder`) with separate output-handling changes." + "reason": "Both are output-tracing cleanups, but they touch unrelated model implementations and are not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model code paths (`timm_backbone` vs `univnet`); not the same underlying bug/change." + "reason": "Different model code paths (`timm_backbone` vs `univnet`); similar mechanics only." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files (`timm_backbone` vs `mamba/falcon_mamba`); only the generic tracing theme overlaps." + "reason": "Separate model families and fixes; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are distinct implementations; these are parallel refactors, not one fix." + "reason": "Unrelated model implementations; same refactor pattern but not the same code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models; the shared output-tracing wording is too broad." + "reason": "Different model targets (`mobilenet_v1` vs `univnet`); only the output-tracing pattern overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths (`mobilenet_v1` vs `upernet`)." + "reason": "Separate model code paths, so this is not one shared bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model implementations, not the same defect." + "reason": "Different model families; too broad to treat as a duplicate/mergeable PR pair." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` touch different forward pipelines and helpers." + "reason": "Touches different architectures and files; same refactor style only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` vs `speech_encoder_decoder` are unrelated changes despite similar refactor style." + "reason": "Different encoder-decoder wrapper vs MobileNet implementation; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are different model paths; not mergeable as one concrete fix." + "reason": "Both are tracing refactors, but they target unrelated models and concrete code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These affect different models (`vision_text_dual_encoder` vs `upernet`) and different outputs." + "reason": "Distinct model implementations; not one underlying bug or mergeable fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and code paths (`vision_text_dual_encoder` vs `mamba/falcon_mamba`)." + "reason": "Different model code paths (`vision_text_dual_encoder` vs `falcon_mamba`/`mamba`)." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are unrelated model refactors." + "reason": "Same broad refactor theme, but different model families and behavior surfaces." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate models; same tracing concept, different changes." + "reason": "Separate models with only superficial similarity in tracing cleanup." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and output contracts; not the same concrete bug/change." + "reason": "Different underlying implementations; not a single concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are distinct model-specific refactors." + "reason": "Unrelated model code paths; too broad to merge as duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` modify different code paths and cannot be treated as one duplicate." + "reason": "Different subsystems (`upernet` vs `rwkv`); same refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` vs `mamba/falcon_mamba` are different implementations, not one underlying fix." + "reason": "Not the same model family or code-path issue." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated model changes." + "reason": "`mamba`/`falcon_mamba` tracing refactor is unrelated to `superpoint`." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` and `codegen` are separate code paths; same high-level refactor theme is insufficient." + "reason": "Different concrete implementations; both refactors but not one shared bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated model implementations." + "reason": "`timm_backbone` output tracing and `codegen` cache/output cleanup are separate changes." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` touch different forward paths and output semantics." + "reason": "Different models and behavior surfaces; not mergeable into one PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are separate models with different tracing changes." + "reason": "Distinct code paths; similar mechanical cleanup only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; same theme but not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are distinct model families; not the same bug." + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate refactors in different code paths." + "reason": "Separate encoder-decoder and depth models; only the refactor pattern is shared." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated models, even though both mention output tracing." + "reason": "Different model code paths and behavior; not a duplicate PR pair." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are different architectures and fixes." + "reason": "Different architectures (`depth_anything` vs `rwkv`); same tracing refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model-specific changes." + "reason": "Unrelated model families; not the same concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + "reason": "Different model subsystems and code paths; only broadly similar cleanup." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "These are sibling wrapper models, but the changed code is different enough that they are not the same concrete change." + "reason": "Different wrapper models and implementation details; not mergeable as one change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are different model implementations." + "reason": "Separate model code paths (`vision_encoder_decoder` vs `superpoint`)." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` modify different model wrappers and return paths." + "reason": "Different model families; same output-tracing style but not the same change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model refactors." + "reason": "Different models and behavior surfaces; not a shared bug or fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` do not share the same concrete bug/change." + "reason": "Unrelated code paths (`speech_encoder_decoder` vs `rwkv`)." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are different model-specific changes." + "reason": "Different model implementations; only mechanically similar." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are separate architectures and output paths." + "reason": "Different subsystems and code paths; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are unrelated model implementations." + "reason": "Distinct model families; same broad refactor pattern only." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` touch different model stacks and are not mergeable as one duplicate fix." + "reason": "Different model code paths (`rwkv` vs `dpr`); not one concrete bug/change." } ] }, @@ -22768,7 +22713,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "9c9912cdfbeedd64734e2adfa1b2d8ae4dcd39ee17b71e68b66a0652271ee57f", + "prepared_review_unit_hash": "6a00dedccffd0ae2d9d2014687d93d82891c0099325c25aae4d36cddf9e54d7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22790,18 +22735,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-addition PRs that happen to touch the same Transformers scaffolding, but they implement different models (PenguinVL vs Voxtral TTS) and do not look like duplicates.", - "confidence": 0.98, + "summary": "Two unrelated model-addition PRs that overlap on shared registration/docs scaffolding, but they implement different models and code paths.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs target different models and different concrete implementations, so they should not be collapsed into one duplicate cluster.", + "canonical_pr_reason": "PR 44662 is the better cluster representative: it is a fuller, non-draft implementation with substantial review activity, whereas 45401 is a draft and centered on a different model.", "best_issue_reason": null, - "best_pr_reason": "45401 is the more focused and self-contained PR, with an explicit issue target and a narrower scope, but it is still distinct from 44662.", + "best_pr_reason": "PR 44662 is the strongest PR in the set overall because it looks more mature and complete, while 45401 is still draft and targets a separate TTS model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: 44662 adds PenguinVL, while 45401 adds Voxtral TTS. Shared auto/docs files are framework plumbing, not evidence of the same bug or feature." + "reason": "Reject: they add different models (PenguinVL vs Voxtral TTS) and different concrete implementations; shared auto/docs files are boilerplate, not evidence of the same underlying change." } ] }, @@ -22831,40 +22776,40 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "83b39f7f25a77684745ba7bf954e358dd78a7b94912a3d1246ca78b73ac9035e", + "prepared_review_unit_hash": "5fb1fcb961faca3770c03fd259d072c9e5eddba3bd41cae35eb67592916f4d0d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, - "estimated_input_tokens": 1055, - "estimated_eval_tokens": 2366 + "serialized_chars": 4268, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, - "estimated_input_tokens": 1055, - "estimated_eval_tokens": 2366 + "serialized_chars": 4268, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a workflow experiment to convert PRs to draft, while the other is a CI-routing change plus unrelated file edits. They do not fix the same code-path problem or represent the same change.", - "confidence": 0.97, + "summary": "The two pull requests are not duplicates and do not appear to fix the same underlying problem. One is a workflow experiment to convert PRs to draft, while the other changes CI routing and includes unrelated code/test edits.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "46845 is the more concrete and specific change: it updates the PR CI caller and related files, whereas 44965 looks like a separate workflow experiment around draft PR conversion.", + "canonical_pr_reason": "No canonical PR: these PRs address different code paths and different goals, so they should not be deduplicated.", "best_issue_reason": null, - "best_pr_reason": "46845 is the best representative of the cluster because it has a clearer intended CI change and a more coherent diff; 44965 appears to be a separate experimental workflow edit.", + "best_pr_reason": "46845 is the better representative PR only because it is more substantive and clearly described; however, it is still not a duplicate of 44965.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Reject: these are unrelated changes. 44965 modifies a workflow to convert PRs to draft, while 46845 changes PR CI routing to a smaller runner and includes unrelated source/test edits. They do not address the same underlying bug or change." + "reason": "Different changesets and purposes: 44965 edits the docs workflow to draft PRs, while 46845 changes CI caller behavior and touches modeling/tests. They are not the same fix and should not be merged as duplicates." } ] }, @@ -22894,12 +22839,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "1305b5273df1de375c8fa4860d0d8af5fbb8c76c6b6461efb7f60756512a3b45", + "prepared_review_unit_hash": "811484f705810b83e92993131183cdedd977ee1e4bd83d7ce18d6bcb6621370a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22907,7 +22852,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -22916,18 +22861,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme (module/fusion infrastructure) but they are not the same change: one introduces a general Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and integration plumbing. They should stay separate.", - "confidence": 0.95, + "summary": "The two PRs are related in the broad area of module/kernel fusion, but they implement different layers of the feature: one adds a foundational Module Fusion API, the other wires up KernelConfig-based n-to-1 fusion across model loading and integrations. They are not the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete and integrated feature: it spans KernelConfig, integrations, model utilities, and an example, so it reads like the stronger canonical PR for the fusion work in this cluster.", + "canonical_pr_reason": "PR 45363 is the more complete, user-facing implementation of KernelConfig-driven fusion and includes the integration plumbing; PR 44979 is a narrower foundational API addition.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is a foundational API addition, but it is narrower and more abstract; PR 45363 is better suited as the main representative because it ties the fusion concept to an end-to-end user-facing implementation.", + "best_pr_reason": "PR 45363 best represents the cluster because it covers the broader end-to-end fusion workflow and is the more likely integration target for users.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: 44979 adds a generic Module Fusion API and tests, while 45363 implements n-to-1 kernel fusion via KernelConfig with integration changes and an example. They touch related ideas but not the same concrete code-path problem, so they should not be merged as duplicates." + "reason": "Do not merge: these are related but distinct. 44979 introduces a new Module Fusion API file and tests, while 45363 implements KernelConfig-based n-to-1 kernel fusion across model loading/integrations plus an example. Different concrete code paths and scopes." } ] }, @@ -22957,12 +22902,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "09e2e6a749b99d85088d9de45f431c234d8c5558e9b35128ae5d788889566c61", + "prepared_review_unit_hash": "bef5eb568f289e011361bfde676f57f1fe405aac454caf57dd728fbb2456027c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22970,7 +22915,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22979,18 +22924,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it includes tests.", + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it implements the same code fix as 45086 and also adds test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus accompanying test coverage, making it the more complete change for the same bug.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best PR for the cluster: same concrete bug fix, same target issue, and it includes validation that 45086 lacks.", + "best_pr_reason": "PR 45317 is the best representative PR for this cluster: same concrete fix, same target issue, and additional tests that strengthen the patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same patch in the same file; 45317 is effectively the tested follow-up/complete version of 45086." + "reason": "Same underlying bug and same code-path fix in `src/transformers/tokenization_utils_tokenizers.py`; the later PR is a superset with tests, so these are effectively duplicate fixes." } ] }, @@ -23020,7 +22965,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "7a448092355d410bd449296088fe4bdb20cb845e78138dca815a442b1a5a15a3", + "prepared_review_unit_hash": "1d204ae0488bf397186b773e002b7a3f6ebf9e8cbbe7c570ba1356e072cbf908", "component_budget": { "node_count": 2, "item_count": 2, @@ -23042,18 +22987,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH PRs are related by model-family work, but they target different changes: #45115 is a smaller refactor/conversion-mapping update to make NemotronH inherit GraniteMoeHybrid-compatible naming, while #45569 is a broader split into dedicated dense/sparse model implementations with docs, auto-mapping, and tests. They do not look like the same fix/change.", - "confidence": 0.76, + "summary": "These are related NemotronH workstreams but not the same underlying change: one is a conversion/refactor to GraniteMoeHybrid-compatible naming, the other is a broader model split introducing nemotron_h_dense and nemotron_h_sparse plus docs/tests.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical representative for this cluster because it is the broader, end-state NemotronH family change: it adds the dense/sparse model split, updates auto mappings and docs, and includes test coverage. #45115 is a narrower structural/refactor PR focused mainly on conversion-key renaming and inheritance cleanup.", + "canonical_pr_reason": "45569 is the better representative PR because it implements the larger end-user change set, including the new dense/sparse model variants, backward-compat dispatcher, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest PR to keep as the main representative because it contains the larger, more complete product change and is more likely to be the one users would look for when tracking NemotronH support. #45115 is narrower and more implementation-specific.", + "best_pr_reason": "45569 is the strongest cluster representative; 45115 is a narrower internal refactor focused on conversion mapping and model inheritance.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related subsystem, but not the same underlying change. #45115 is about checkpoint conversion and class refactoring for NemotronH naming/inheritance, while #45569 introduces dedicated dense/sparse NemotronH models plus docs and tests. They would not plausibly be merged as one PR without mixing distinct scopes." + "reason": "They overlap on NemotronH infrastructure files, but the concrete changes differ: 45115 is a refactor/conversion mapping update, while 45569 splits NemotronH into dense/sparse implementations with docs and tests. They do not look like the same mergeable fix." } ] }, @@ -23083,7 +23028,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "faf62562e6227d809be54f2d40fb4286dd34f6088c7ab0d0231f6eb13a72fd64", + "prepared_review_unit_hash": "101b1bf29a6015831cb3c340d25fba152e7e240e806cb532adde5e54770d278a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23105,18 +23050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct feature PRs: one adds heterogeneous model support across config and modeling, while the other is a narrower per-layer config-only split. They share docs and config utilities, but they are not the same concrete change.", - "confidence": 0.9, + "summary": "These are closely related feature PRs, but not duplicates: PR 45333 covers heterogeneous configuration support only, while PR 45332 is a broader heterogeneous model support change that includes configuration plus modeling/runtime integration. The overlap is substantial, but the underlying scope is not the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more complete feature implementation: it includes heterogeneous configuration plus modeling/cache/masking integration and the associated tests/docs.", + "canonical_pr_reason": "PR 45332 is the better canonical PR because it is the superset change: it includes the per-layer configuration work from 45333 plus the additional modeling, cache/masking, and integration pieces needed for full heterogeneous model support.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous-model feature, whereas #45333 is a narrower configuration-only subset.", + "best_pr_reason": "PR 45332 is the best representative of the overall feature area because it is the more complete implementation and subsumes the narrower config-only PR.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They overlap on heterogeneous config/docs, but #45332 also adds modeling-path changes (cache, masking, model utilities) that make it a larger feature rather than the same PR as #45333. Related, but not duplicates." + "reason": "Reject as a duplicate: 45333 is only the configuration subset, while 45332 extends into broader modeling/runtime support. They share files and theme, but they are not the same concrete change and would not be cleanly merged as one PR without changing scope." } ] }, @@ -23146,40 +23091,40 @@ "soft_pairs": [ "pull_request:45346|pull_request:46818" ], - "prepared_review_unit_hash": "5a9b5307e66ff68f863f0b94e56d465673416bc25efa101f90e415c17fa35d74", + "prepared_review_unit_hash": "cbe725702f1e649da2a56fdd6cc8568f745b796231ee385c5c9a5aa9c05dbf72", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5601, - "estimated_input_tokens": 1401, - "estimated_eval_tokens": 3058 + "serialized_chars": 5600, + "estimated_input_tokens": 1400, + "estimated_eval_tokens": 3056 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5601, - "estimated_input_tokens": 1401, - "estimated_eval_tokens": 3058 + "serialized_chars": 5600, + "estimated_input_tokens": 1400, + "estimated_eval_tokens": 3056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch MoE/EP routing, but they address different problems: one is a narrow double-softmax router-logits regression test/fix, the other is a broad EP router-contract and FP8-scale overhaul across many models. They are related in subsystem, not the same underlying change.", - "confidence": 0.92, + "summary": "These PRs are not duplicates: one is a small regression-test tweak for MoE router logits in Mixtral/Qwen2-MoE, while the other is a broad expert-parallel/DeepGEMM fix covering router contract and FP8 scale handling across many models.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45346 is the most focused on the concrete router-logits bug and directly targets the double-softmax regression with model-specific tests.", + "canonical_pr_reason": "46818 is the stronger representative PR: it contains the substantive implementation fix across core model/integration code, whereas 45346 is narrowly a test-only regression check for a different bug class.", "best_issue_reason": null, - "best_pr_reason": "PR 46818 is the stronger general-purpose change: it covers the EP router contract across many models and includes substantive runtime behavior fixes, making it more suitable as the broad reference PR.", + "best_pr_reason": "46818 best fits the cluster as the most impactful and technically central PR, with direct code-path changes and broader model coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45346", "right": "pull_request:46818", "accept": false, - "reason": "Do not merge: 45346 fixes a specific double-softmax router-logits bug in Mixtral/Qwen2-MoE tests, while 46818 is a much broader EP/router-contract plus FP8-scale change across many models. Same subsystem, different bugs/changes." + "reason": "Reject: they address different underlying problems. 45346 checks that MoE router_logits are raw logits in Mixtral/Qwen2-MoE tests; 46818 fixes EP router behavior and FP8 scale format handling in DeepGEMM and multiple model implementations." } ] }, @@ -23209,40 +23154,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "e380626c55e2efce283fe116185db4fa4d54564bdae80a362d2d75b16be98adc", + "prepared_review_unit_hash": "242447b1468505486110778daa98335f37d3e9fb174c8e1de1efd6e49fff0434", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related PRs, but they address different scopes: #45415 is a broad type-checking sweep across many Transformers modules, while #45425 adds focused typing protocol/helper changes around `modeling_utils` and related internals. They overlap in a few files, but not in the same underlying bug or mergeable code-path fix.", - "confidence": 0.91, + "summary": "Both items are typing-related, but they address different problems: PR 45415 is a broad repo-wide type-checking cleanup, while PR 45425 adds specific typing protocols and helpers for modeling_utils/PEFT-related code paths. They are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more coherent representative: it focuses on a specific typing-infrastructure change, whereas #45415 is a broad repo-wide type-checking pass with many unrelated file edits.", + "canonical_pr_reason": "PR 45415 is the better canonical representative for the cluster because it is the broader umbrella change focused on enabling type checking across many transformers modules and updating type-ignore policy.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the best PR to keep as the canonical representative because it is narrower and more self-contained; #45415 is too broad to represent the cluster well.", + "best_pr_reason": "PR 45415 is the strongest representative of the broader typing-work theme; it has the widest surface area and most clearly defines the overarching type-checking cleanup effort.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge as duplicates: #45415 is a wide type-checking sweep across many files, while #45425 is a targeted typing-helper/modeling_utils change. Shared filenames alone do not indicate the same concrete fix, and the PRs would not naturally collapse into one change set." + "reason": "Reject: these are related only by theme. 45415 is a broad type-checking pass across many files plus pyproject ignores, while 45425 adds specific typing protocols and annotations for a narrower set of modeling/PEFT utilities. Different underlying changes and not plausibly one merged PR." } ] }, @@ -23272,7 +23217,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7b45ef2cb042385c55968fdb7d05a1bc22f9b699e027af5e83c33ddc04dd57af", + "prepared_review_unit_hash": "ee653498f67adfb4af474e4f67ee1f21b793cdfc3db0ca548157fca4b1da7d91", "component_budget": { "node_count": 2, "item_count": 2, @@ -23294,18 +23239,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related EP-loading PRs, but they address different bugs and should not be merged as duplicates.", - "confidence": 0.89, + "summary": "Both PRs are about expert-parallel loading, but they fix different bugs in different code paths: one preserves distributed config/has_ep for accelerate + ZeRO-3 loading, the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related, but not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete and central EP-loading fix: it targets a specific overwrite path during distributed loading and adjusts multiple affected code paths.", + "canonical_pr_reason": "No single canonical PR here; the two PRs address distinct expert-parallel loading failures rather than the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #45548 is narrower and more incidental, focused on preserving distributed_config and exposing has_ep for ZeRO-3/accelerate launch support; it is less representative of the broader EP loading failure mode.", + "best_pr_reason": "PR 45662 is the better representative of the cluster\u2019s broader EP loading problem space: it fixes a concrete parameter materialization path with multiple code changes and a clearer runtime failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share EP/distributed-loading context, but #45548 fixes config serialization and a model property for accelerate/ZeRO-3, while #45662 fixes experts being overwritten by rank-0 broadcast during FSDP2 loading. Different code paths and failure modes." + "reason": "Related EP work, but different bugs: 45548 preserves distributed_config/has_ep for ZeRO-3 loading via accelerate launch, while 45662 fixes expert params being overwritten after sharding/broadcast in FSDP2. Not the same code-path problem and not mergeable as one PR." } ] }, @@ -23335,12 +23280,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "427474fd6dc9d2615de9b019b9dbbb98c79bb8ac492bff3187f0fb2d47d549a4", + "prepared_review_unit_hash": "0eaf480bec6bd7f697db59bcef05e0fee9a94bbc3a9e4e2ca514fdb57a736193", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23348,7 +23293,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23357,18 +23302,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info logging problem. PR 45645 is the broader, more complete fix because it includes the xdist-safe output change plus the CI workflow update needed to read multiple captured_info files.", - "confidence": 0.81, + "summary": "The two pull requests are related to the same xdist/captured_info effort, but they are not duplicates: one fixes how debug logs are written in test code, while the other updates CI to read multiple artifact files and preserve logs.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the full end-to-end fix: producing worker-specific captured_info files and updating CI to aggregate them safely.", + "canonical_pr_reason": "PR 45639 is the more canonical code fix: it directly addresses the xdist-safe captured_info write path in `testing_utils.py`, which is the core bug.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it resolves the same concrete xdist collision path while also preserving CI debug log collection.", + "best_pr_reason": "PR 45639 is the best representative because it focuses on the underlying collision bug without mixing in CI workflow changes.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": true, - "reason": "Accept: both PRs address the same captured_info xdist collision bug. 45645 contains the same testing_utils fix as 45639 and adds the workflow-side handling needed for multiple output files, so they are the same underlying change set." + "accept": false, + "reason": "Related, but not the same concrete change: 45639 makes debug log writes xdist-safe in `testing_utils.py`, while 45645 mainly adapts CI/workflow handling and log collection around that behavior. They could be coordinated, but they are not duplicates." } ] }, @@ -23398,12 +23343,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "100fab8280574e704d029ce9f027af80bf1c4407d670e5846e11d0ed25f94400", + "prepared_review_unit_hash": "19c0bdf7b9f8e3f0539753ce58e0cad71b07bf3e39c02c55c032ebb9b786f1ad", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7234, + "serialized_chars": 7233, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23411,7 +23356,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7234, + "serialized_chars": 7233, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23420,18 +23365,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate linter-rule PRs touching overlapping model files, but they implement different checks and different code-path changes, so they should not be merged as duplicates.", - "confidence": 0.96, + "summary": "Two open PRs that both apply automated linter-driven refactors across model implementations, but they target different underlying rules and code paths: TRF003 tuple-return handling in forwards vs. TRF018 weight-initialization patterns. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46259 is the better canonical representative because it is the broader and more substantive modeling-rule change, with a larger diff and wider model coverage.", + "canonical_pr_reason": "PR #46259 is the more representative cluster item: a broad modeling-rule refactor with substantial multi-file coverage and clear, coherent scope around initialization logic.", "best_issue_reason": null, - "best_pr_reason": "PR #46259 is the strongest standalone candidate on impact and scope; it appears to implement a more extensive rule across many model initialization paths.", + "best_pr_reason": "PR #46259 is the best single representative because it is the larger, more central modeling-rule change; #45720 is a separate forward-signature rule change.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules (TRF003 vs TRF018) and different fix patterns: one adjusts tuple-return handling in forward methods, the other changes weight-initialization modeling code. Shared files are only broad subsystem overlap, not the same underlying bug/change." + "reason": "Different linter rules and different concrete behaviors: #45720 changes forward return-tuple handling, while #46259 changes model weight initialization. Shared model filenames do not make them the same underlying change." } ] }, @@ -23527,7 +23472,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "cea81341f2bc06b24364ce35e6f94c329c9bd4685343f5e3c54e656cb283f488", + "prepared_review_unit_hash": "a62807c5a097ad0dce6286c9922fb307ebe1f7843cb5ccfaee09fd41a2d63e95", "component_budget": { "node_count": 2, "item_count": 2, @@ -23549,18 +23494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one is a testing/CI telemetry and model-mapping change set, while the other is a broad test migration adding new kernel and vision tests. They should not be deduplicated.", + "summary": "Both PRs are testing-related, but they are not the same change: #45932 is a mixed grafana/CI/model patch, while #46100 is a focused test-migration PR. They do not appear to address the same underlying bug or code path.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the better canonical PR because it is a substantive, self-contained test migration with new test assets, whereas PR 45932 is explicitly marked as a grafana/testing PR and mixes CI telemetry wiring with unrelated model-file edits.", + "canonical_pr_reason": "PR #46100 is the cleaner, self-contained change with a clear test-migration intent; #45932 is a noisy mix of CI secrets and model edits, so it is not a good canonical representative.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the most representative standalone change in the cluster; PR 45932 looks like an experimental or infrastructure-oriented PR and is less suitable as the primary reference.", + "best_pr_reason": "PR #46100 is the most suitable representative in this cluster because its scope is narrow and coherent, whereas #45932 bundles unrelated workflow and model changes.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes: 45932 adds CI secrets and scattered model/config tweaks for testing telemetry, while 46100 adds kernel and model tests for test migration. They do not fix the same bug or implement the same change." + "reason": "Different scopes and purposes: #45932 adds CI secret wiring and touches multiple model files, while #46100 adds DDP/kernel and model test files for a test migration. They are not the same underlying bug/change and would not plausibly be merged as one PR." } ] }, @@ -23590,7 +23535,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "e3f3a48009bc73cfda6edb77b27fbc510d9508f74c5e6d56748984d620ba88ce", + "prepared_review_unit_hash": "3461742bcbfef783957e5249230a4f92709e6549876e49ef5119a641ce00bd1d", "component_budget": { "node_count": 2, "item_count": 2, @@ -23612,18 +23557,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed area overlap on several files, but they are not the same change: one is a focused EP/Trainer integration, the other is a broad distributed branch base touching many unrelated subsystems. The shared files are not enough to treat them as duplicates.", - "confidence": 0.91, + "summary": "Two open PRs overlap in the distributed subsystem, but they are not the same change: 46126 adds EP + Trainer integration for DistributedConfig, while 46269 is a broad distributed branch-base PR with CI and many unrelated edits.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more focused, self-contained change: EP routing plus Trainer/DistributedConfig integration. It reads like a single concrete feature branch rather than a broad integration scaffold.", + "canonical_pr_reason": "46126 is the more focused, single-purpose change; 46269 is an umbrella branch-base PR spanning many distributed areas, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of the cluster because it has a clear, narrow purpose and the overlap with the other PR is only on shared distributed infrastructure files.", + "best_pr_reason": "46126 is the best representative for the cluster because it has one concrete feature goal, whereas 46269 is a mixed, broad integration branch.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: despite shared distributed filenames, the PRs do not target the same concrete bug or mergeable change. 46126 is EP/Trainer integration; 46269 is a broad distributed branch base spanning many components and likely subsumes unrelated work." + "reason": "Reject: the overlap is only at a broad distributed-subsystem level. 46126 is specifically EP + Trainer integration, while 46269 is a wide branch-base/refactor PR touching CI and many files, so they do not look like the same underlying change or a plausible single merged PR." } ] }, @@ -23689,12 +23634,12 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "720407c5483e7bc92c0745f63e34393a16319379e2ba942b44890bfe93a4d320", + "prepared_review_unit_hash": "d7dab3bfb64af42530fb5a97fdcfc08df5be666cec1382c5ad4fced85a86e6ce", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25931, + "serialized_chars": 25932, "estimated_input_tokens": 6483, "estimated_eval_tokens": 13222 }, @@ -23702,7 +23647,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25931, + "serialized_chars": 25932, "estimated_input_tokens": 6483, "estimated_eval_tokens": 13222 }, @@ -23711,186 +23656,186 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs fall into a few workflow-maintenance themes, but they are not duplicates of one another. The closest cluster is the pr-ci-security-gate changes, yet each PR hardens a different part of that workflow, so they should stay separate.", - "confidence": 0.95, + "summary": "All items are workflow-maintenance PRs, but they split into several different fixes across different files. The strongest mini-cluster is the pr-ci-security-gate.yml set, yet each PR changes a different behavior, so none of the suggested soft pairs are true duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the whole set: the items split into unrelated workflow changes, and even the pr-ci-security-gate group contains distinct hardening edits rather than one shared fix.", + "canonical_pr_reason": "PR 46554 is the most substantive and central of the pr-ci-security-gate.yml edits; it changes the actual security-check logic rather than a smaller permission or comment tweak.", "best_issue_reason": null, - "best_pr_reason": "If one PR must be chosen as the closest representative, 46554 is the most substantial seed for the pr-ci-security-gate subgroup, but it is not a true duplicate of the others.", + "best_pr_reason": "46554 is the clearest representative of the only tight subgroup, but it still is not a duplicate of the other PRs because it fixes a different part of the workflow.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; both reduce shell interpolation risk, but they do not address the same underlying bug." + "reason": "Different workflows and different changes; no same underlying bug or code path." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow updates: one changes stdin handling for self-comment CI, the other hardens PR CI security-gate permissions." + "reason": "Unrelated workflow fixes: stdin handling in self-comment CI vs PR CI security-gate permissions." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Same broad CI/security area, but distinct workflow files and distinct changes; not the same concrete fix." + "reason": "Different workflow behavior; one updates comment handling, the other switches the security-gate workflow wiring." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow behavior; one updates command passing, the other changes secrets handling in a reusable workflow call." + "reason": "Different workflow behaviors in different PRs; not the same fix." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both touch shell handling, but in different workflows and for different commands; not a single duplicate change." + "reason": "Different files and purposes: self-comment CI input handling vs build-ci image tag detection." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Separate workflow files with different behavior changes; no shared underlying bug." + "reason": "Different workflows and distinct changes; no shared bug or mergeable single fix." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow concerns: SSH runner hardening versus anti-slop permissions layout." + "reason": "SSH runner hardening vs anti-slop permissions move; separate fixes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow edits; one concerns SSH runner setup, the other reviewer assignment checkout ref." + "reason": "SSH runner hardening vs reviewer assignment checkout tweak; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security fixes; not the same code-path problem." + "reason": "Different workflows and different failure modes; not the same underlying issue." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner environment cleanup is unrelated to PR CI security-gate behavior." + "reason": "SSH runner changes are unrelated to PR CI security-gate permission/approval changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they change different workflows for different reasons; not duplicates." + "reason": "Both are workflow edits, but they address different jobs and different behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated changes; no shared bug or change request." + "reason": "Anti-slop permission adjustment and reviewer assignment checkout ref are separate fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Same broad GitHub Actions area, but one is anti-slop permissions and the other is build-ci shell quoting." + "reason": "Different workflow files and unrelated changes; not the same bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permissions and PR CI security-gate hardening are separate changes." + "reason": "Different workflows and distinct concerns; no shared concrete issue." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark trigger expansion are unrelated." + "reason": "Reviewer assignment checkout ref and benchmark dispatch enablement are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow logic and different target files; not the same underlying issue." + "reason": "Different workflows with different behavior changes; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No common bug: one changes reviewer assignment checkout behavior, the other PR CI security-gate checks." + "reason": "Reviewer workflow tweak vs PR CI security-gate logic; different problems." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow behaviors in different files; not mergeable as one duplicate fix." + "reason": "Benchmark dispatch support and build-ci image tag detection are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark dispatch support is unrelated to PR CI security gating." + "reason": "Different workflows and different code paths; no common fix." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Similar shell-safety pattern, but different workflow files and different trigger conditions." + "reason": "Build-ci docker tag parsing vs PR CI security-gate checks are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different CI workflows with different fixes; not the same concrete change." + "reason": "Different files and different workflow behavior; not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Both touch the same workflow file, but they harden different code paths: diff-based checks versus permissions/approval flow." + "reason": "Same workflow file, but one adds checkout/diff checks while the other changes permissions and approval gating; different fixes." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow family, but one adds local security checks and the other switches to a reusable workflow with commentary." + "reason": "Same file, but the changes are unrelated: security checks vs reusable-workflow note/wiring." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate edits: checkout/check logic versus secrets inheritance tightening." + "reason": "Different security-gate edits: checkout/diff logic versus secrets inheritance hardening." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both are pr-ci-security-gate changes, but they modify different steps and are not the same fix." + "reason": "Both touch the same workflow, but they fix different aspects and would not merge into one PR." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval flow changes are distinct from changing inherited secrets to empty." + "reason": "Permissions/approval gating change vs secrets handling change; distinct fixes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable-workflow commentary and secrets handling are separate hardening changes, not duplicates." + "reason": "Reusable-workflow comment/wiring change and secrets: {} are separate changes." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different files and unrelated workflow logic; no shared code-path bug." + "reason": "Different workflow files and unrelated behavior changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Shell quoting in build-ci-docker-images is unrelated to pr-ci-security-gate secrets handling." + "reason": "Build-ci image tag handling and PR CI security-gate secrets policy are unrelated." } ] }, @@ -23920,12 +23865,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "3e2bca7197e7305792c75654b0c992cc003c0e5078cc5b9189b7d50cd596186a", + "prepared_review_unit_hash": "088f6356b7bca165e1e99b1da9c305e6377a5edd2101d81ac6b1d1252f7990ee", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23933,7 +23878,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23942,18 +23887,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are thematically similar because both replace direct file-opening for source inspection, but they fix different code paths in different modules, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are related only at a thematic level: both replace fragile source-file opening with safer source inspection, but they target different modules, different call sites, and different concrete behaviors. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: #46152 updates import_utils resource resolution, while #46207 changes modeling_utils attention-implementation detection; they address distinct behaviors.", + "canonical_pr_reason": "pull_request:46207 is the better canonical PR because it has a clearly scoped bug in one code path (`_can_set_attn_implementation`) and includes test coverage, making it the more concrete representative change.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for a duplicate cluster here, because the PRs are separate fixes rather than one underlying change.", + "best_pr_reason": "pull_request:46207 is the strongest representative for the cluster: it is self-contained, has a precise behavioral target, and is easier to merge independently than the more utility-style refactor in 46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Reject: both avoid open() for source inspection, but they target different functions and modules, so they do not appear to be the same underlying bug/change." + "reason": "Reject: both mention avoiding `open()` on source, but they fix different code paths in different files (`import_utils.py` vs `modeling_utils.py`) and do not appear to address the same underlying bug or be mergeable as one PR." } ] }, @@ -24046,7 +23991,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "f570a253397c20dbf7da001c4ed2d44697d731830c0f5a10bbebb7981708dcfe", + "prepared_review_unit_hash": "aeb0a3c7c14d81d0fd14556ea76cb164814d81c577d3ec55eda45439fc1420fe", "component_budget": { "node_count": 2, "item_count": 2, @@ -24068,18 +24013,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests address the same Moonshine streaming sliding-window boundary bug (off-by-one on the right window). PR 46546 is the broader follow-up, adding the same Moonshine fix plus a Gemma4 counterpart and tests.", + "summary": "Both pull requests fix the same off-by-one right-window boundary bug in the sliding window mask logic; PR 46546 is the broader and more complete patch, adding tests and also correcting the same pattern in Gemma4.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical representative because it includes the Moonshine fix, the related Gemma4 fix, and tests, making it the more complete patch set.", + "canonical_pr_reason": "PR 46546 is the stronger canonical choice because it fixes the same boundary error in Moonshine streaming, includes the modular file update, adds tests, and extends the same fix to Gemma4 as part of a broader but coherent patch.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest standalone PR for this cluster since it contains the same Moonshine boundary correction as 46310 and is more comprehensive overall.", + "best_pr_reason": "PR 46546 is the best overall candidate because it addresses the concrete right-window boundary bug with the most complete coverage and validation, while still matching the same underlying fix as the narrower Moonshine-only PR.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs fix the same concrete Moonshine streaming right-window boundary off-by-one in the same mask function; 46546 simply bundles that fix with an additional Gemma4 patch and tests." + "reason": "Accept: both PRs correct the same off-by-one right-window mask boundary in Moonshine streaming. PR 46546 is a superset-style patch with the same fix plus tests and an additional Gemma4 instance of the identical bug, so they plausibly belong to one change set." } ] }, @@ -24115,12 +24060,12 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46850" ], - "prepared_review_unit_hash": "386e741322839637a569a6ec40557c7ea4d23753a63b7dccf1ca361c06b04882", + "prepared_review_unit_hash": "6570f8a0d2a5fef972434e0bb01270f266ffed36bd267e133d398ee4f9777d0c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14035, + "serialized_chars": 14036, "estimated_input_tokens": 3509, "estimated_eval_tokens": 7274 }, @@ -24128,7 +24073,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14035, + "serialized_chars": 14036, "estimated_input_tokens": 3509, "estimated_eval_tokens": 7274 }, @@ -24137,36 +24082,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: three model additions (HunYuan VL, RADIO, Nemotron Omni), one continuous-batching multimodal feature, and one Gemma masking bug fix. There is no evidence that any pair fixes the same concrete problem or could be merged into one PR.", + "summary": "These PRs are unrelated feature additions/bugfixes across different model families and subsystems; there is no duplicate cluster here.", "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present, and no PR cleanly represents the whole cluster as a duplicate target because the items cover distinct models and one unrelated generation bug fix.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:46850 is the best standalone representative because it is a narrowly scoped, concrete code-path fix with a clear bug description; the others are broad model-feature additions unrelated to each other.", + "canonical_issue_reason": "No issue is present in the cluster, so there is no canonical issue to select.", + "canonical_pr_reason": "No single canonical PR exists: the PRs cover distinct changes (continuous batching multimodal support, HunYuan VL, RADIO, Nemotron Omni, and a Gemma masking fix) with no shared underlying code-path bug or mergeable duplicate.", + "best_issue_reason": "No issue candidate exists in this cluster.", + "best_pr_reason": "No best PR for deduplication purposes; the PRs are independent and should be triaged separately rather than merged as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different features in different subsystems: continuous batching multimodal support vs. adding HunYuan VL model files and docs." + "reason": "Continuous batching multimodal support and a new HunYuan VL model are different features in different code paths; not the same underlying change." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Unrelated changes: multimodal continuous batching infrastructure vs. RADIO model support/conversion mapping." + "reason": "Multimodal continuous batching and RADIO model support are unrelated subsystems and model families; no shared concrete bug or fix." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Both add model support, but for different architectures and code paths; not the same underlying change." + "reason": "RADIO model support and Nemotron Omni support are separate model integrations with different files and objectives; not mergeable as one duplicate PR." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "RADIO model support is unrelated to Gemma sliding-window/bidirectional masking bug fixing." + "reason": "RADIO model support and Gemma sliding-window masking fixes address entirely different code paths; they are not the same bug or change." } ] }, @@ -24196,7 +24141,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "20ed7fbd35df522438cbd14fd316d5f3e657c7a8fee5996575fc6d7e34b810cc", + "prepared_review_unit_hash": "2c58a0134382057f0f139cbc3cfbfff7ef30b7facaf4766dc49c91b48dfc677b", "component_budget": { "node_count": 2, "item_count": 2, @@ -24218,18 +24163,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated tokenizer fixes: one changes CodeLlama decode behavior to preserve real leading spaces, while the other adds a checkpoint-prefix override so certain DeepSeek-Coder/LLM v1 checkpoints load the correct tokenizer class. They should not be deduplicated.", + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping of leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class loading for specific checkpoints. They should not be clustered as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths and are not mergeable into one change.", + "canonical_pr_reason": "PR 46574 is the better representative of the cluster because it is a narrowly scoped, concrete bug fix with an explicit decode-path correction and targeted test coverage; PR 46580 is a separate tokenizer-class routing change for different checkpoints.", "best_issue_reason": null, - "best_pr_reason": "PR 46574 is a clean, self-contained fix for a specific decode bug in CodeLlama and is the better representative of its own issue, but it is not a global representative for this cluster because the cluster is not a duplicate set.", + "best_pr_reason": "PR 46574 is the strongest single artifact here: it addresses a clearly reproduced user-facing regression in one code path and has a self-contained fix. PR 46580 solves a different model-loading issue in a broader registry/dispatch path.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: CodeLlama decoder stripping on decode and DeepSeek tokenizer-class misloading are distinct problems affecting different model families and files; they do not look like the same underlying bug or a single mergeable PR." + "reason": "Different models and different failure modes: CodeLlama decode stripping vs. DeepSeek checkpoint tokenizer-class selection. They do not look like the same underlying bug or a mergeable single PR." } ] }, @@ -24259,7 +24204,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "4d279fb3434610c9e8ad0a64ef5daa80b818720ed8d5344140993bc470d56176", + "prepared_review_unit_hash": "2fcd9e250be12534b952f1a9f4d8bb43986d48c656661902b04b8f12b59be1c4", "component_budget": { "node_count": 2, "item_count": 2, @@ -24281,18 +24226,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the Mistral integration, but they implement different changes: #46603 is a package move/refactor for MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They overlap in files but not in the underlying change or bug.", - "confidence": 0.95, + "summary": "Two open Mistral PRs touch the same package, but they address different changes: one refactors/moves the existing MistralConverter, while the other adds tekken tokenizer detection/conversion/save support. They should not be clustered as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #46603 is a refactor/move of MistralConverter into the integrations package, while #46604 is a separate tokenizer-feature PR for tekken support.", + "canonical_pr_reason": "PR #46604 is the broader functional change: it adds tekken tokenizer detection, conversion, and save utilities, whereas #46603 is mainly a code move/refactor of MistralConverter into the integrations package.", "best_issue_reason": null, - "best_pr_reason": "#46603 is the better cluster representative because it is non-draft, has more review/discussion activity, and is the more complete refactor; #46604 is still a separate draft feature PR.", + "best_pr_reason": "PR #46604 is the best representative of the cluster because it introduces the substantive new Mistral tokenizer behavior rather than only relocating existing code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: they share Mistral-related files but address different code paths and goals. #46603 moves MistralConverter into the integrations package; #46604 adds tekken tokenizer detection/conversion/save utilities. They are not the same underlying change and should not be merged as duplicates." + "reason": "They share the Mistral subsystem and files, but the underlying changes are different: #46603 moves MistralConverter into a new package, while #46604 adds tekken tokenizer detection/conversion/save utilities. Not the same bug/change and not mergeable as one PR." } ] }, @@ -24326,7 +24271,7 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46831" ], - "prepared_review_unit_hash": "97e3f896050b113e116cba04c0acfb1700edfc04c6f3c30438db45b2fec73935", + "prepared_review_unit_hash": "02c0bbe6b2326724782c025b208f70109da8fe90df49b06f375d1b91eb1d7449", "component_budget": { "node_count": 4, "item_count": 4, @@ -24348,30 +24293,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all about cache/masking/offload behavior in transformer internals, but they fix different concrete bugs in different code paths and model families. None look like duplicates of the others.", + "summary": "These four PRs look like separate bug fixes in different model families and code paths: Mamba2/Zamba2 speculative decode, batch-size-1 padding mask handling, QuantizedCache on hybrid SSM+attention models, and Qwen3.5/Qwen3-Next CPU offload hook ordering. They are superficially similar but not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46741 is the best representative only because it is the most narrowly defined and concrete bug fix in the set (chunked-prefill/speculative decoding cache handling for Zamba2 and Nemotron-H). The others target unrelated failures in padding-mask application, quantized cache construction, and CPU offload hooks.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the strongest standalone PR: it has a clear failure mode, specific cache-state logic changes, and a focused model path. The other PRs are not interchangeable with it and address different subsystems.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different bugs: 46741 fixes single-step cached decoding / precomputed state handling in Zamba2 and Nemotron-H, while 46781 fixes QuantizedCache layer construction for hybrid SSM+attention models." + "reason": "Different failure modes: 46741 fixes cached single-token decoding state handling in Mamba2/Zamba2/Nemotron-H, while 46781 fixes QuantizedCache construction for hybrid layer types. Not the same code-path bug." }, { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Different code paths and symptoms: 46741 is about cached mixer decoding; 46773 is about applying padding masks when batch size is 1 across linear-attention models." + "reason": "46741 targets speculative/chunked prefill and recurrent state reuse; 46773 fixes padding-mask application when batch size is 1. Different logic and symptoms." }, { "left": "pull_request:46741", "right": "pull_request:46831", "accept": false, - "reason": "Unrelated fixes: 46741 addresses cache-state logic during speculative/chunked decoding, whereas 46831 adds a device-map CPU offload hook call to prevent garbage generation in Qwen3.5/Qwen3-Next." + "reason": "46741 is about cached Mamba-style state updates; 46831 is about invoking the conv1d hook under CPU offload for Qwen models. Distinct mechanisms and model families." } ] }, @@ -24401,40 +24346,40 @@ "soft_pairs": [ "pull_request:46833|pull_request:46874" ], - "prepared_review_unit_hash": "b014f9186d039f35d1371166f4b074a7186f6d34fe348fa88d80bda052afbbab", + "prepared_review_unit_hash": "93e1f882343079a9b84c747b72053e45e00de0df84e88c6c624426deb28f0688", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4873, - "estimated_input_tokens": 1219, - "estimated_eval_tokens": 2694 + "serialized_chars": 4872, + "estimated_input_tokens": 1218, + "estimated_eval_tokens": 2692 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4873, - "estimated_input_tokens": 1219, - "estimated_eval_tokens": 2694 + "serialized_chars": 4872, + "estimated_input_tokens": 1218, + "estimated_eval_tokens": 2692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same RT-DETR decoder projection indexing bug (`encoder_outputs.last_hidden_state[-1]` vs applying `[-1]` after projection) in the same files, but one PR is broader and bundles additional model fixes. They are close enough to be duplicates for the RT-DETR bug.", - "confidence": 0.95, + "summary": "Both PRs fix the same misplaced `[-1]` indexing bug in decoder projection when `num_feature_levels` exceeds backbone outputs. PR 46833 is the broader umbrella fix across multiple RT-DETR-family model files and includes tests, while 46874 is a narrower RT-DETR-only variant of the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46874 is the cleaner canonical representative: it is narrowly scoped to RT-DETR and the exact misplaced-index bug, without bundling unrelated model changes.", + "canonical_pr_reason": "PR 46833 is the better canonical PR because it covers the broader set of affected RT-DETR-family implementations and includes regression coverage, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46874 is the best single artifact for this cluster because it directly addresses the shared RT-DETR code-path problem with a focused fix; PR #46833 is broader and less representative of just this bug.", + "best_pr_reason": "PR 46833 is the best representative because it addresses the concrete indexing bug across all touched model variants, not just one implementation.", "soft_edge_verdicts": [ { "left": "pull_request:46833", "right": "pull_request:46874", "accept": true, - "reason": "Same underlying bug and same RT-DETR fix in the same code path/files; the broader scope in #46833 does not change that these overlap on the exact defect." + "reason": "Same concrete bug and same fix pattern (`encoder_outputs.last_hidden_state[-1]` vs `(...)[-1]`) in the RT-DETR decoder projection path; the broader PR could plausibly absorb the narrower one." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index eea76f0bd1551b5f06753349833090b9bb5a7a09..5ee92eef5bc2c0c02d149f340267653175d05230 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260625t060018z", + "analysis_id": "hybrid-model-20260625t120018z", "archived_artifacts": { - "hybrid": 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a/snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..2ab11820726f18ea643bb71f6d34430396008962 --- /dev/null +++ b/snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24394 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260625T120018Z", + "generated_at": "2026-06-25T12:13:14Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:45685|issue:46869", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "9373ec390c009be775e8c37d6f82e5142f823ea628d3beb4ce76e805019e53f6", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 63, + "serialized_chars": 46011, + "estimated_input_tokens": 11503, + "estimated_eval_tokens": 23262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated bug reports (model/config mismatches, docs cleanup, hardware/backend issues), with one clear duplicate pair around DeepSpeed ZeRO-3 + BertModel index-out-of-bounds during initialization.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the only true duplicate-style subcluster: the DeepSpeed ZeRO-3/BertModel zero-sized tensor index-0 error.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best issue to anchor the cluster because it captures the recurring Zero-3/BertModel init failure in the most general wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute missing vs streaming chat/completions API error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend problems: AMD GPU GPT-OSS issue vs MPS histogram kernel not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms; one is a dtype mismatch in a processor path, the other is a GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different concrete bugs: autocast dtype mismatch in Phi MoE vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and code paths; a broken Nemotron example is not the same as GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different underlying issues: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failure modes: ModernBERT ONNX export vs Qwen3MoE FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: ONNX export error vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different issues: table QA runtime crash vs stale RAG examples documentation." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they reference different removed v5 items and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failure types: export-time ONNX error vs import-time GenerationMixin import failure." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different symptoms and code paths: Qwen3.5 embedding unpacking in TRL vs resume/trust-remote-code training issue." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different models and device-mapping contexts; no shared concrete bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are shape/device mismatch style reports, but the model paths and root causes differ." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: ZeRO-3 BertModel index-out-of-bounds vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated issues: BertModel ZeRO-3 init failure vs resume/trust-remote-code training problem." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete failures; only a superficial index/shape error similarity." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and bugs: mask indexing mismatch vs video feature/token count mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: generic masking/indexing error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different bugs and workflows; no evidence they share the same underlying change." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different failure modes and model paths; not duplicates." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different models and features: BarkProcessor voice_preset vs ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a BertModel index error; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: both report DeepSpeed ZeRO-3 with BertModel hitting index 0 out of bounds on zero-sized tensors during initialization." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different components: Liger Kernel cross_entropy path vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load inconsistency." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different failures; no shared underlying code path." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different issues: Voxtral processor failure vs remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and backends; not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor/shape errors, but one is FSDP checkpointing recomputation and the other is indexing-mask mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: weight dimension error vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module area, but different concrete bugs: CPU offload incompatibility vs uninitialized-memory after materialization." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different platforms and failures: MPS histogram kernel issue vs YOLO multi-GPU device-map problem." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Unrelated: version incompatibility report vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1 incompatibility, but the version pair and described regression are not specific enough to treat as the same bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device mismatch during forward vs expensive reverse embedding lookup." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: the cluster is mostly heterogeneous, and the only clearly supported duplicate-style pair is issue:43596 with issue:43638 around DeepSpeed ZeRO-3/BertModel index-out-of-bounds during initialization. The rejected soft edges stay within cautious bounds and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "a60f1fd57629b55d4c416d15ca21aa6a4a7e226f0154f47faf243268f45b420f", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct issue reports across different models and failure modes. The only clear duplicate-style match in this packet is the AutoTokenizer v5 regression pair.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broader report of the AutoTokenizer v5 token-ID regression across multiple model families, while issue:45812 is the narrower Granite-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it describes the shared tokenizer regression in the broadest, most general terms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures; the titles point to checkpoint corruption versus unloaded weights, not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility reports, but the titles describe different regressions and no shared code path." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure and USE_DISTRIBUTED=0 support breakage look unrelated from the titles alone." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention ZeRO-3 index errors, but the titles involve different models and do not establish one underlying defect." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "A missing Gemma3 config attribute and a Qwen3 auto-device-map CUDA assert are different failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they refer to different documentation issues and should not be merged as the same bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage-backend error versus distributed-build compatibility regression; the titles do not indicate the same problem." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different product areas and symptoms: AMD GPU model support versus table-question-answering crashes." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization regression and outdated RAG examples are unrelated topics." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy usage and Qwen3-vl video StopIteration are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure types: device-mapping mismatch versus video token/template mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-mismatch issues are not the same bug from the titles alone." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are clearly different issues." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model checkpoint loading and docs/example drift are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and distributed-build support breakage are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression with wrong token IDs; 45920 is the broader report covering more affected models." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no clear shared underlying cause in the titles." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter incompatibility is a different issue from the distributed-support regression." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and RAG docs drift are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the titles point to different models and likely different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports, but the titles show different tensor contexts and different training setups." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-question-answering crashes are different issues." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-specific load failures; the titles do not suggest one shared bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch incompatibility and PretrainedConfig/pydantic regression are separate compatibility issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model failure and PretrainedConfig/pydantic breakage are unrelated by title." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5/chat-related behavior, but the titles describe different endpoints and failure modes." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are regression-style reports, but the titles point to different problems and no shared fix path is evident." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm torch-dynamo tracing and YOLO multi-GPU device-map failures are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model runtime failure and table QA crash are distinct code paths." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different symptom types: missing config attribute versus device-mapping mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and an MPS histogram op limitation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure and Gemma3 sliding_window_pattern missing attribute are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/runtime problems: torch-dynamo grouped_mm tracing versus MPS histogram support." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime errors." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template-node compilation errors are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid-method call in GraniteMoEHybrid and YOLO multi-GPU mapping are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but the titles indicate different shapes and different failure contexts." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class errors are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig pydantic regression are different configuration bugs." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A torch/version compatibility report and a Gemma4 device-placement mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The high-level summary is plausible, and the AutoTokenizer pair (issue:45812 \u2194 issue:45920) looks like the one clear duplicate-style match. However, several soft-edge verdict reasons go beyond what is grounded in the packet: they cite specific root causes or version details that are not visible here, and in a few cases the rejection is stated too confidently for title-only evidence (for example the ZeRO-3 index-error pair and some compatibility-regression pairs). The cluster should be described more conservatively as 'likely distinct / insufficient evidence' rather than definitive non-duplicates for those edges." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "58fc3897474639edec8b4bed03a8241baff6de8912d7ee3027b55d2dd42b1c26", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with a few real duplicate subclusters: Qwen video/chat-template regressions, trust_remote_code module-cache collisions, and input-validation error-message bugs. The rest look like separate model- or subsystem-specific regressions, not the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45183 is the broadest, most reusable umbrella among the near-duplicates: it describes the generic `input_ids`/`inputs_embeds` validation bug that cleanly subsumes the T5-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45183 is the best single representative issue because it is model-agnostic and captures the underlying validation logic problem, whereas the other close matches are narrower manifestations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading in vLLM versus GGUF gpt-oss architecture support." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is int4 quantization/OOM memory behavior; the other is tied-weights handling on translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related, but they involve different code paths and symptoms; not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference are separate model-specific issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` argument compatibility and pydantic `PretrainedConfig` breakage are distinct API regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `PretrainedConfig` pydantic issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but on different tensors and setup paths; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/input mismatches, but one is image-preprocessor dtype and the other is video token/feature alignment." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are different causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a comparative embedding-quality complaint and the other is incorrect AutoModel/pipeline outputs." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen video-input regression: video features and video tokens do not line up across the Qwen3.5/Qwen-VL family." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized-memory after `to_empty(cuda)` are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code `config_class` AttributeError are unrelated load-time failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement is unrelated to Qwen3.5/TRl SFT unpacking input embeddings." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training failures; image dtype mismatch is not the same as embedding unpacking in TRL SFT." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and GLM5 are unrelated model-evaluation reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and Flash-Attn2 fallback gating are separate issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module loading collision: a bad cache/path choice can make from_pretrained load the wrong module." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied `lm_head` in Mistral3 is a model-specific weight-tying bug, not the translation-model v5 tie-weights regression." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Flash-Attn2 fallback blocking." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash is a cache/kernel issue, not the tied-weights translation-model bug." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior is not the same as tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed CLI docs are unrelated documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are separate model-family problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "The T5 report is a direct model-family manifestation of the broader `input_ids`/`inputs_embeds` XOR validation bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary reflects the packet\u2019s clear subclusters without claiming broad duplicates beyond what the titles support. The conservative false-pair calls look reasonable, and the accepted pairs are plausible same-bug matches from the issue titles (especially 44479/46294 and 45183/46463)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:43782|issue:44960", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "a7cdb0063a2f8ba20ea7aeb2177efc9d751cdcaf0ffac57d187a5546ead6b6d2", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37029, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bugs, with one strong duplicate subcluster around non-persistent buffer corruption and a smaller tokenizer-regression subcluster. I\u2019d anchor the cluster on issue 43950 as the clearest representative of the buffer corruption problem.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the strongest canonical anchor: it directly names the transformers 5.x non-persistent buffer corruption regression and has the clearest duplicate-like companions in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the most coherent duplicate subcluster and is broader than the model-specific follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: tokenizer detokenization regression vs Qwen NVFP4 load error." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/trainer bug vs an invalid-method call in a different model class." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying transformers 5.x non-persistent buffer corruption/junk-on-load regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2 but describe different problems: example/doc errors vs embedding quality discrepancy." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression around non-persistent buffers being corrupted during loading/materialization." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different code paths: custom Trainer signature breakage vs DeepSpeed ZeRO-3 model loading crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Separate compatibility issues involving different quantization/storage classes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch vs RLHF NaNs from Qwen3.5 position_ids/SDPA behavior." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying `cache.get_seq_length()` contract breakage returning a tensor instead of an int." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression family; 46489 is a specific gap in the broader v5 tokenization bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms: SigLIP2 embedding quality vs a broad tokenization-change report." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related but not the same bug or code path." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer materialization bug, with 45902 showing a concrete uninitialized-buffer instance." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated: Voxtral tokenizer error message vs Molmo missing attribute during save/load." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 issues: embedding quality discrepancy vs HF/JAX implementation mismatch." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5 but the failure modes are different and not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing vs int4 memory regression." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different mechanisms: Gemma4 FSDP2 keyerror vs non-persistent buffer initialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures with no shared concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs flash_attn import key error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different loading complaints; one is noise, the other is an actual model load failure." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight-shape error vs early-stopping metric lookup issue." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are training/memory related but not the same code-path bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig output while the other is a broader model-loading regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/configuration failures with no concrete shared bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading bug vs flash-attn fallback gating problem." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Completely different errors: missing Qwen2.5-VL export vs bitsandbytes parameter incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures affecting unrelated classes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failure modes; not the same underlying change." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different device/backend errors in separate model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly unrelated issues while identifying a defensible non-persistent-buffer cluster centered on 43950, plus a tokenizer-regression cluster. The soft-edge acceptances are conservative enough given the titles, especially the near-duplicate buffer issues and the cache-contract pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "715f2cccf442008daddc53dd4e6b9d17f982b6fe19215a7c2d1b5612ea115a02", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36500, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The strongest duplicate family remains the `_is_hf_initialized` loading crash; the docs-cleanup and mask-shape pairs are also solid. The Whisper/fbank pair is only a loose speech-related near-match and should not be accepted as a duplicate on the current evidence.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43872 is the best anchor: it clearly states the `_is_hf_initialized` loading incompatibility, has inbound references, and is tightly matched by 44291.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43872 is the strongest global representative because it is a concrete regression with a clear failure signature and a close duplicate follow-up, unlike the many unrelated model- and tokenizer-specific bugs in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash and flash-attention fallback gating are different code paths and failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code loading breakage is unrelated to Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Registry failure in `add-new-model-like` is not the same as the broader remote-code regression." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is cross-version LoRA incompatibility and the other is a weight-tying warning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different bug from Gemma4 PLE device mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote-code breakage and Kimi tokenizer regression are different underlying problems." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer slowdowns, but they affect different APIs and are not clearly the same defect." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs cleanup issue: stale summarization/translation pipeline references after pipeline removals." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions affect different model families and failure mechanisms." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "The `_is_hf_initialized` loading crash is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping is different from remote-code models missing `config_class`." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying warning in Mistral3 is not the same as silent corruption of non-persistent buffers." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` unexpected-kwarg loading failure; 44291 is the generic `init_empty_weights` manifestation." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Broad remote-code compatibility regression and a specific missing-attribute error are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are speech-related, but the titles do not establish the same concrete bug; this is only a tentative near-match, not a duplicate." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad Voxtral tokenizer messaging and est-roberta tokenizer loading failure are different problems." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "ZeRO-3 weight loading for Qwen3-MoE is not the same as gradient averaging under DeepSpeed." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing being ineffective is different from a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` kwarg and mask/tensor shape mismatch are unrelated failures." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash loading issues are unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen ZeRO-3 load failures, but the symptoms and code paths differ enough that this is not clearly one bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral error messaging and `cjvt/sleng-bert` loading are different tokenizer-loading problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF gradient explosion and `s_aux=None` flash-attention crash are separate code paths." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask-shape mismatch IndexError, just with different example dimensions." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video input, but one is broad regression and the other is a specific StopIteration case." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `weight` dimensionality error and void segmentation-map preprocessing failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttention linear-attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint loading and Sam3Model text-encoder weight loading are different model-specific bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to Phi-tiny-MoE autocast dtype mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the accepted `_is_hf_initialized` / docs / mask-shape pairs look conservative. However, one accepted soft edge is a bit too strong for the packet: `issue:43792` vs `issue:44220` is only loosely supported by the titles, and the reason overstates the evidence by asserting the same speech frontend code path. This should be downgraded to a cautious near-duplicate/tentative match rather than an accepted duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "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:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45276", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46489", + "issue:46515", + "issue:46858" + ], + "soft_pairs": [ + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:42915|issue:44756" + ], + "prepared_review_unit_hash": "17695eca6c12fa3571f1b96da66d939e51ab9977c7132d49b0bc0c0621648dc0", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38015, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but two clear duplicate themes stand out: the Transformers v5 non-persistent-buffer corruption regression and the SigLIP2 bad-output regression. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the clearest, earliest report of the v5 non-persistent-buffer regression and has a direct duplicate in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative of the few true duplicate threads here: concrete, regression-focused, and directly corroborated by a near-identical follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: BertModel/DeepSpeed zero3 index error vs generic torch compatibility complaint." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen-family rotary/position-id bugs with unrelated failure modes." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated topics: GGUF support request vs Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different concrete failures: FSDP2 shared_kv_states KeyError vs device_map PLE mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different bugs: DeepSpeed zero3/BertModel indexing vs torch-version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/Whisper code paths and failure mechanisms." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different problems: GGUF gpt-oss support vs float8 storage lookup failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/importing models, but the concrete issues differ (missing class export vs meta-device loading breakage)." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption vs long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3MoE FineGrainedFP8 vs meta-device loading on assorted models." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are attention/cache related, but one is flash-attn position_ids corruption and the other is cache length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and distinct inference bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report Transformers v5 breaking custom model initialization; one is notebook-specific but the same initialization-path regression." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime issues: Qwen3-vl video StopIteration vs MPS histogram Int op support." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attn packed-position_ids crash." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF architecture support request." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different compatibility regressions: compiled flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both touch Qwen3.5/video-ish workflows, but one is video StopIteration and the other is SFT embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different bugs: GenerationMixin import failure vs Qwen3MoE FP8 failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different fixes; not the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Gemma4 PLE device mismatch vs torch-version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: TOKENIZER_MAPPING_NAMES model registration bug vs Gemma4 device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 regression on google/siglip2-base-patch16-224, with bad/zero outputs across model/pipeline entry points." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and model paths: video StopIteration vs mask/index shape mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they target different models and distinct loading failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: Bert zero3 indexing vs add-new-model-like / tokenizer mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: DeepSpeed zero3/BertModel index error vs tokenizer mapping registration bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model/loading problems: qwen3_moe LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: tokenizer mapping failure vs tensor-mask shape mismatch." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different resource/loading issues: gpu+cpu offload dequantized load failure vs mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 topic, but 39692 is a docs/example bug with model/processor mismatch and quantization failure, not the same runtime regression as zero probabilities." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being filled with junk on load." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated bugs: Qwen3MoE FP8 failure vs mmap OOM on a specific platform." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the non-persistent-buffer regression pair is well supported, the SigLIP2 pair is plausible from the titles, and the rest are conservatively rejected as distinct bugs. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:43257", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44079|issue:46829", + "issue:45663|issue:45759" + ], + "prepared_review_unit_hash": "594d7d68bce83df13f9a4bff14adb5ff210b2a1528547d53cabd445a8bf191d4", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35686, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated model-loading, quantization, training, and tokenizer regressions. The only pair that looks like a true duplicate is the Gemma/T5Gemma resize_token_embeddings regression, so I anchor on the broader Gemma4 report.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45276 is the broader and clearer statement of the resize_token_embeddings propagation bug, covering multiple affected embeddings rather than a single internal field.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best representative issue: it is the most general of the near-duplicate pair and describes the underlying embedding-resize failure more completely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Same general symptom class, but different models and no clear evidence they share the exact loading bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different failure modes; too little to treat as one bug." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "These are related to dtype handling, but one is from_pretrained ignoring dtype and the other is from_config leaving config stale." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and different code paths: checkpoint loading vs TP plan gaps." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is a ZeRO-3 load failure, the other is a save_pretrained key serialization regression." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and unrelated bugs; same broad subsystem only." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load regressions, but the models and likely root causes differ." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated issues: non-persistent buffer initialization vs Jupyter custom model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is an actual inference quality issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different topics: LoRA compatibility across versions vs resize_token_embeddings not updating outputs." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency is not the same as quantization/offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 CUDA reserved-memory OOM." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Separate model-loading failures with different symptoms and likely causes." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint-resume step math bug is unrelated to optimizer arguments being ignored." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different bug classes; the LoRA version issue is not the same as embedding resize propagation." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different behaviors; no shared concrete bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components and symptoms: chat generation crash vs processor attribute error in serve." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug across related Gemma-family composite models; the PR fix could plausibly cover both." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the triggers and root causes differ." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs model-loading failure are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely unrelated: SigLIP2 docs bug vs GLM5 issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is not the same as meta-device loading breakage." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and different runtime failures; no shared code-path bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output objects, but the generic key assignment bug is not the same as the VideoPrism output field mix-up." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 KeyError in Gemma4 attention is unrelated to from_config text_config unwrapping in Qwen multimodal configs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The only clearly duplicate-looking pair is issue:45276 / issue:45335, and choosing issue:45276 as the broader canonical representative is supported by the titles. The other soft-edge rejections are appropriately cautious and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:43611|issue:43645" + ], + "prepared_review_unit_hash": "5f27adff344257e197880e2efccc38fd622ae4d198b8d15315e8cac3acbbdfa9", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37385, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated transformer regressions across loading, tokenization, quantization, and model-specific forward bugs. The only clear duplicate family is the `resize_token_embeddings` embedding-propagation regression affecting closely related model variants.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the cleanest umbrella report for the `resize_token_embeddings` regression: it states the core symptom without overfitting to one model variant and overlaps directly with the Gemma4 and t5gemma reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best global issue candidate because it describes the underlying API break in a concise, model-agnostic way and can represent the duplicate family cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different model families with distinct failure reports; not clearly the same concrete bug path." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/offload related, but one is an offloading failure and the other is int4 CUDA reserved-memory OOM; different issues." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to the T5 RMSNorm memory leak report." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights argument handling and Strix Halo mmap OOM are separate bugs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument is a model-loading API issue; MXFP4 fallback is a quantization/config issue." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper `return_language` pipeline behavior are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 shared KV state rebuilding and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM and disabling mmap on Strix Halo are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are unrelated forward-pass bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state rebuild are different implementation defects." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are not the same underlying problem." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report the same `resize_token_embeddings` propagation bug; 45292 is the broader wording of the shared failure." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the broken official example are related at a high level but not clearly the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict Granite speech config loading are separate model-family issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RLHF NaN explosion from 3D position IDs are different failures." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load handling and mmap-related OOM are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model file permissions and wrong module resolution after save/load are distinct save_pretrained/from_pretrained bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 FSDP2 state rebuilding are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are separate tokenizer bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3.5 checkpoint saving are different model/regression reports." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are the same `resize_token_embeddings` bug family, just surfaced through different embedding attributes in related models." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT load failure are not clearly the same issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer checkpoint-resume max_steps are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load handling do not share the same code-path bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow `convert_tokens_to_ids` and CodeLlama leading-space regression are separate tokenizer regressions." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow conversion for many added tokens are different tokenizer problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` and a general tokenization version regression are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base-model-prefix loading breakage and notebook custom-model initialization are different custom-model regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted duplicate family is the resize_token_embeddings regression across closely related Gemma4/t5gemma reports, which is supported by the issue titles and high similarity. The other soft-edge rejections are appropriately cautious and do not overclaim sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46665", + "issue:46821", + "issue:46869" + ], + "soft_pairs": [ + "issue:44530|issue:45084", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:44737|issue:45859" + ], + "prepared_review_unit_hash": "82049ad6813308c7fc5069e9a5f49a97749b9fdca9840fc99f1b81df89279e5a", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37640, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, quantization, device-placement, training, and docs regressions. None of the soft-edge pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the broadest representative of the v5 loading-regression subset, but the cluster is too heterogeneous to treat it as a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best available umbrella issue because it describes a general model-loading regression; the other reports are narrower and mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache group parsing vs Mistral tokenizer regex patch error." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression and from_pretrained-in-class inconsistency are unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Torch>=2.9 compiled flex_attention failure is unrelated to Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Generic torch version incompatibility is not the same as YOLO multi-GPU device_map auto loading." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "These are different bugs: torch version incompatibility vs Gemma4 forward device mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same bug as Qwen3.5 invalid group type crash." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to a mask shape IndexError." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs problems, but they cover different removed/renamed pipeline behaviors." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and Mistral tokenizer compile error are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM output regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are different layers and symptoms." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are separate export/model bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file breaking from_pretrained." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback do not share a concrete code path." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and mistral_common continue_final_message are unrelated bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/from_pretrained handling is unrelated to Qwen 3.5/3.6 text_config unwrapping." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These concern different tokenizer behaviors and different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is a config regression and the other is a weight-shape mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer families and different failure points: repository tokenizer loading vs Mistral regex patch crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state persistence and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer load issues, but they involve different models and different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 loading regressions, but base_model_prefix handling and non-persistent buffer junk are distinct problems." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model/tokenizer load failures with no shared concrete mechanism." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are related broadly to tokenizers, but not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE markers and Mistral3 lm_head weight tying are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder loading are different model-specific regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to Mistral tokenizer backend crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but XLNet CPU arange bug and Qwen3_5Moe rotary embedding CPU offload incompatibility are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326", + "issue:46869" + ], + "soft_pairs": [ + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:45084|issue:46869", + "issue:43792|issue:46869", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44464|issue:45987", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "5ffb8b7a9350fa107555fe655b1dface7aa74a6069845fccee778d5cf2fcc882", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster; no soft-edge pair is strong enough to confirm as a duplicate from the packet alone. issue:43644 is still the best canonical issue because it is the earliest, clearest statement of the v5 non-persistent-buffer regression, with a later near-identical report in 44534.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is the earliest and most precise report of the non-persistent-buffer corruption in v5, and the later 44534 report repeats the same symptom almost verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest dedup target in this set because its title is specific, regression-focused, and it has the cleanest overlap with the later same-bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: tokenizer mapping/add-new-model-like failure vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths and symptoms: trust_remote_code config fields vs a PagedAttentionCache crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and special-token/post-processor update behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen, but they describe different model-specific failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different causes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch tracing/grouped_mm error is unrelated to non-template-node compilation failure." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Shared v5 context, but different concrete bugs: buffer corruption vs custom model initialization." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to the _is_hf_initialized flag breakage." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Token-counting state bug and multimodal IterableDataset failure are different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but the failures are different: batch_decode skip_special_tokens vs empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and a specific checkpoint loading failure are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio extraction regressions, but one is a LasrFeatureExtractor center-arg crash and the other is a generic _torch_extract_fbank_features() issue; not enough to confirm duplicate." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend mapping issues, but they concern different backends and failure modes." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal finetuning failure vs mistral_common continue_final_message tokenizer behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-method conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF loading regressions, but one is broad from_pretrained/gguf_file breakage and the other is a Qwen2.5-specific failure; not enough to merge conservatively." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure is a different loading path than GGUF v5 loading." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-related loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default bug is unrelated to MIMI batch-vs-single padding-mask behavior." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: tied-weights attribute missing vs tokenizer loading regression for a specific model." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent-buffer junk are different concrete bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and Mistral regex patch crash are different issues." + }, + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template compilation error is unrelated to YOLO multi-GPU device-map loading failure." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO device-map failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init in notebooks is not the same bug as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index bug are different model-specific regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to DAC from_latents vs forward mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked-generation inconsistency and StaticCache seq-length type mismatch are different runtime bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head.weight, but one is weight tying and the other is serialization behavior; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice for issue:43644 looks grounded, but the cluster summary is a bit too confident for the evidence in the packet. In particular, the accepted soft-edge pair issue:44206 / issue:44220 is not clearly established as a duplicate from the titles alone: one is a LasrFeatureExtractor regression with an unsupported `center` arg, the other is a generic `_torch_extract_fbank_features()` issue. That looks related, but not enough to call a true duplicate conservatively. The summary also overstates the strength of the duplicate evidence by treating that pair as confirmed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46821" + ], + "soft_pairs": [ + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44265|issue:44610", + "issue:44062|issue:44987", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44291|issue:44589" + ], + "prepared_review_unit_hash": "0dfd09a8c09e2b2d18d621ad726e6a43bd96f70501899e9e3838804bd483d82f", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct model-specific loading/tokenizer/training regressions, plus a few broader v5-related regressions. None of the proposed soft edges look like the same underlying bug or change, so I would keep them separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the broadest representative of the v5 loading-regression subset, but it still should not be used as a duplicate sink for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failure modes: Siglip2 wrong outputs vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/loading paths: physical-intelligence/fast load failure vs Mistral regex patch crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated model load failure vs Mistral tokenizer backend attribute crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and token-count tracking are separate trainer features." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5-era breakage, but one is FP8 config handling and the other is init_empty_weights argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method-name conflict is unrelated to the MobileLLM key error." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to processor input-size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different bugs: AddedToken special-argument conflict vs model loading failure." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance and StaticCache seq-length type contract are not the same defect." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and distinct crash locations: Llava Next segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage support are different code paths." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized loading bug is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a still-image temporal-position bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but the reports describe different save_pretrained failures and no proof they are the same underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior and granite_speech config strictness are separate issues." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and slow convert_tokens_to_ids performance regression are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading noise are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but model-loading with base_model_prefix and non-persistent buffer junk are different code paths." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Speech feature extraction and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are different behaviors." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as the est-roberta tokenizer load failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing restriction and missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized loading regression is unrelated to Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are distinct bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and multi-image IterableDataset finetuning for Qwen2.5-VL are different tasks and failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are different defects." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights _is_hf_initialized argument handling is unrelated to Float8 storage lookup failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:42796|issue:46710", + "issue:41553|issue:43582", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:43377|issue:45491", + "issue:43296|issue:46821", + "issue:43818|issue:46402", + "issue:43611|issue:43646", + "issue:43818|issue:45357", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:42796|issue:45381" + ], + "prepared_review_unit_hash": "e60af1b6db2aa51339cd3bab9527bac3b57e4793037e22f448fb364bb7693d6c", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37333, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items are unrelated tokenizer, model-loading, backend-packaging, and architecture-specific regressions. Only the two SigLIP2 reports look like the same underlying bug; the rest should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "Use issue:43493 as the canonical issue for the only true duplicate pair: it states the broader SigLIP2 implementation discrepancy, while issue:43994 looks like a downstream symptom of the same model bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43493 is the best single anchor because it describes the root-cause discrepancy against the JAX implementation and is the broader of the two matching SigLIP2 reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Different topics: tokenizer BPE-marker handling vs a DeepSeek accuracy regression." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: Voxtral AutoTokenizer error messaging vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different failures: GGUF loading with v5 vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different code paths: generation with inputs_embeds/past_key_values vs multimodal finetuning with multiple images." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states/FSDP2 KeyError." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Both involve tokenizers, but one is GGUF loading and the other is CLIPTokenizer max-length metadata." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different internals: _is_hf_initialized vs non-persistent buffer initialization." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related to special tokens, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different issues: Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TF packaging, but one is missing TF in the torch extra and the other is tensorboard installed without TF." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device_map/offload loading vs MoE training memory usage." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is general repo tokenizer.json handling and the other is a Granite-specific token-id regression." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs in different layers: ModelOutput key bookkeeping vs v5 buffer filling." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are seq-classification regressions, but one is flash_attention_3 degenerate training and the other is num_labels=1 problem_type loss collapse." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but they are different models and symptoms with no clear shared code-path." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated model-loading failure in vLLM vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issues vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different failures in different models: Video-LLaVA tower issues vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "No shared underlying bug: TF backend packaging vs PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: torch.export/torch_compilable_check vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness regressions with nonsensical/wrong outputs, and they plausibly share the same underlying implementation bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal failures: multi-image IterableDataset training vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; too different to merge confidently." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is an AyaVision config bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:44291", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs: init_empty_weights argument handling vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model-specific regressions with no shared concrete code path." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL vision position IDs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted pair, the two SigLIP2 issues, is plausibly the same bug based on the titles, and the rest of the soft-edge pairs are reasonably rejected as distinct problems. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43526|issue:43883", + "issue:43572|issue:45759" + ], + "prepared_review_unit_hash": "71bfae2f2b7e30436f15e770780deb1f36d61f363bbdcec437a022459c705290", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs across models, tokenizers, loading/offload, and training utilities. The soft pairs are mostly topical similarity rather than true duplicate-level matches. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly fits the cluster because the issues are largely unrelated; if one representative must be chosen, 43873 is the broadest open regression with the most discussion and the clearest shared offloading/quantization theme.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best global representative only by breadth and activity, but it is still not a true umbrella for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs and code paths: offloading/quantization vs tokenizer/version regression." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export / torch_compilable_check export failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default and PEFT local checkpoint loading are different problems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity evaluation issue and Whisper empty-transcription special-token bug are not the same failure." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression and Gemma4 device-map forward mismatch are separate bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but on different models with no shared concrete code-path evidence." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is unrelated to cudaErrorAssert under auto device mapping." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with past key values are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/generation corruption and torch.compile+SDPA failure are different concrete issues." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc-example errors for SigLIP2 and Qwen2.5-VL finetuning with multi-image iterable datasets are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch does not match DAC.from_latents versus forward-pass STE behavior." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export.export failing on torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but the model paths and failure modes are different." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer conversion slowdown are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading/weight conversion and missing gradient_checkpointing support are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and concrete failure modes; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying failure is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but batching/padding-mask behavior and resolution interpolation failures are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying and packed-weight unpacking during accelerate loading do not look like the same underlying issue." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Evaluation perplexity anomaly and LoRA gradient-checkpointing ineffectiveness are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offload/quantization, but one is dequantized-model loading on cpu+gpu offload and the other is a broader quantization offloading regression; not enough to merge." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrap behavior in composite Qwen configs are different config 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": 24, + "review_unit_index": 14, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:43322|issue:46050", + "issue:43881|issue:44991", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43550|issue:43720", + "issue:43873|issue:44756", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:44734|issue:46858", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:36010|issue:42617", + "issue:46821|issue:46869" + ], + "prepared_review_unit_hash": "dd19d7d3ea53d8a75ec4b530de6f28ba2020d1da06bcf19ef17d3224dce39673", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous Transformers bug reports with a few broad theme overlaps (loading, device_map, quantization, tokenization, vision preprocessing). I only see one strong duplicate-like pair: custom model/from_pretrained initialization behavior in 43646 and 46665.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43646 is the broadest and earliest report for the shared custom-model initialization / from_pretrained-in-Python-classes failure, so it best represents the only plausible duplicate cluster here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best overall issue representative because it describes the underlying API break more directly; 46665 reads like a later variant of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Both are model-loading related, but one is a segmentation fault loading Llava Next and the other is a sinq save/load corruption; different bugs and code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "One is a model loading failure for glm-4v, the other is tokenizer loading failure for a specific roberta checkpoint; same subsystem only at a very broad level." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both involve model loading/device mapping, but one is a CUDA assert on Qwen3 and the other is a segfault on Llava Next; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg vs failure to run 3d_parallel.py are unrelated trainer/custom script issues." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "One is int4 quantization memory growth, the other is T5 using apex FusedRMSNorm; different underlying problems." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert under device mapping and flash-attention generation corruption are different failures." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer kwarg mismatch and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys; different concrete bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs version-dependent tokenization changes; not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different loader/config issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early stopping metric handling are distinct Trainer behaviors." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and inability to run 3d_parallel.py are not the same failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking during accelerate loading for BitNet are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and mmap-related OOM on Strix Halo are only loosely related by memory/offload concerns." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam search cache reorder skipping and static-cache seq_length tensor arithmetic break are different generation bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading bug and resume_from_checkpoint max_steps miscalculation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression and tokenization-version behavior change are not the same concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram int support issue and TimesFM window_size AttributeError are different model/backend problems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Bark CPU-offload device mismatch are different failures." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs and OmDet-Turbo processor/model image-size mismatch are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": true, + "reason": "These describe the same custom-model/from_pretrained-in-Python-classes initialization regression, just from slightly different angles." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "KV-cache continuation indexing and static-cache seq_length device tensor arithmetic are different cache bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Untied lm_head weight in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different serialization problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision resolution/preprocessing issues, but they affect different models and failure modes; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model load with device_map=auto are different quantization/loading issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are related to serving, but not the same concrete defect." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-name collision in forward and Gemma4 PLE device mismatch under device_map=auto are unrelated model bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are different model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are generally conservative. The one accepted duplicate-like pair, 43646/46665, is plausibly the same custom-model / from_pretrained initialization regression based on the issue titles, and the rest of the pair rejections avoid over-claiming duplicates across only broad subsystem overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45161", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:43526|issue:43881", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329" + ], + "prepared_review_unit_hash": "9b9aa56557706664718a166e26e04675d7621dfb4d0c0f68218d34e849be1609", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35664, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of mostly unrelated Transformers issues that only share broad subsystem similarity (tokenizers, generation, multimodal models, quantization, cache/compile). None of the proposed soft pairs looks like the same underlying bug, so no merges are warranted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44464 is the clearest concrete runtime bug in the set and the most representative of the generation/cache/compile family, which is the closest thing to a central theme in this otherwise noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44464 is the strongest standalone issue here: specific, reproducible, and tied to an execution-path failure rather than a vague API or documentation mismatch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: one is a cache-path collision for trust_remote_code local models, the other is permission propagation in save_pretrained/register_for_auto_class." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache/compile, but the failures differ: inconsistent chunked generation outputs vs a device-tensor seq-length arithmetic break in static cache on non-CUDA backends." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device mapping cudaErrorAssert vs GPT-OSS MoE tensor parallelism not working." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping/eval metric selection is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: CamemBERT masked LM predictions in v5 vs Qwen3 modular recurrent state reset under cache." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "One is a Qwen3-MoE sliding_window bug; the other is a StableLmConfig missing pad_token_idx after a version update." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to pipelines import failing because kernels v0.15 requires version/revision." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT fast image processor label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different code paths (LayoutLMv2 NER/padding vs MLuke task AttributeError)." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is not the same as GPTNeoX rotary_pct silently reverting on reload." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility is a dependency-compat issue, while TimesFM window_size is an AttributeError in model code." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model-loading/runtime problems." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric handling is unrelated to image processor void segmentation map processing." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as Qwen3VL from_pretrained weight_only=True failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a different problem from T5Tokenizer add_special_tokens method-name conflict." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer mask token registration/decode behavior." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset parsing/usage." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as tokenization changes across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading issues are unrelated to T5 silently using apex.FusedRMSNorm and its memory leak." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is unrelated to outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is not the same as BitNet packed weights not being unpacked during accelerate loading." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk in v5 is unrelated to from_pretrained behaving inconsistently inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoModelForCausalLM.from_config failing to unwrap text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT-adapter local checkpoint loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-model trailing-slash import warning is unrelated to the undefined video helper bug in multimodal token counting." + } + ] + }, + "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": 24, + "review_unit_index": 16, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43540|issue:46858", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "6695a36e2b4b44da01430bdb6e4ed67692352f201e4a3bf71420655c17f5da58", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Two pairs are true duplicates: the HF_HUB_OFFLINE tokenizer-loading reports, and the Qwen2_5_VLProcessor batched padding=False crash. The other soft matches are only broad subsystem similarity and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the strongest canonical issue: it describes the offline tokenizer failure with the concrete root cause (`model_info()` being called unconditionally in `_patch_mistral_regex`), which makes it more actionable than the generic symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue in this set because it is precise, root-cause-oriented, and clearly scoped to a single reproducible failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different bugs: metric label truncation vs. SAM3 text/box prompting behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated failures: Gemma4Processor serve crash vs. Qwen3.5 streaming inference issue." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: CPU offload device mismatch vs. tokenizer special-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "No shared code path; trainer token counter update is unrelated to progressive generation with embeds/past KV." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different failure modes in different stages of generation/video handling." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but the model and bug are different (Qwen3-MoE sliding window vs. TimesFM window_size AttributeError)." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset bug and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen-related, but one is config unwrapping and the other is CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different load-time bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and do not show the same underlying failure path." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window logic is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different issues: post_init policy vs. num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both concern load/save behavior, but one is non-persistent buffers and the other is class-wrapped from_pretrained inconsistency." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer special-argument error is not the same bug as loading ScandiBERT in the latest version." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model backends and failures: image resolution handling vs. dtype mismatch in inference." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Shared `num_labels` theme only; config propagation is not the same as the zero-loss classification bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated regressions in model loading vs. image-processor dependency requirements." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/model mismatches, but they are different models and different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A training warning about tie_word_embeddings is unrelated to visual-encoder key serialization." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding bug and long-context FA2 performance regression are separate issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization paths: PEFT checkpoint loading vs. quantized save/load breakage." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor update bug is different from save/load token-ID loss and generation IndexError." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely unrelated: CUDA assert on A800 vs. T5 RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No overlap in underlying bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Memory leak in apex RMSNorm is unrelated to missing gradient-checkpointing support." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-mode tokenizer-loading failure; 44843 names the concrete root cause in `_patch_mistral_regex`." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted pairs are well-supported duplicates: the HF_HUB_OFFLINE tokenizer-loading reports and the Qwen2_5_VLProcessor batched padding=False crash. The rejected soft matches are described conservatively as separate bugs, with no obvious overstatement from the available titles/body metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:46829|issue:46832", + "issue:45356|issue:45907", + "issue:45987|issue:46829", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:43550|issue:44361", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44008|issue:46858", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:43618|issue:43697", + "issue:43653|issue:43819", + "issue:44220|issue:44661" + ], + "prepared_review_unit_hash": "b15632b3a197eef72a82e9d230ba6a32cf4767e1b72bc0b916f05e3ef90c72ac", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: most high-scoring pairs share broad vocabulary (tokenizers, caches, multimodal/video, loading) but not the same concrete bug. I found one plausible duplicate pair around `cache.get_seq_length()` return type / static cache behavior; otherwise the rest should stay separate.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45987 most directly states the root `cache.get_seq_length()` contract bug, which also explains the later static-cache/torch.compile variant in 46858.", + "canonical_pr_reason": null, + "best_issue_reason": "45987 is the clearest and most general representative of the shared cache-length API problem, so it is the best issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: Qwen3.5 embedding unpacking vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different areas: multimodal config unwrapping vs missing trust_remote_code gradient flag." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Mamba2 cache logic vs T5 decoder-input validation/error wording." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs/example mismatch plus quantization failure is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization offloading are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Same broad model-family theme, but different models and different root causes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but runtime post-processor updates and missing special-token registration are distinct bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failures: weight_only load error vs video position-id bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Different cache/indexing failures: stale indexer on second forward vs get_seq_length return-type issue." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer backend refresh bug is unrelated to LayoutLMv2 NER padding/truncation crash." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex handling, but one is a crash and the other is a codec/regression warning issue." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: segmentation-map processing vs GenerationMixin import error." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR/VideoPrism issues with different failure modes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression is unrelated to forwarding `revision` in `list_repo_files`." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache-length API bug is unrelated to VideoPrism output-field misassignment." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR index error are different multimodal issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different inference bugs in different model paths; not the same concrete failure." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error does not match the model-loading failure described in 44488." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BERT index error is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input related, but they fail in different Qwen models and different stages." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position-id correctness bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision is unrelated to the static-cache `get_seq_length()` bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue is unrelated to missing fields in trust_remote_code config objects." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Base_model_prefix loading regression and from_pretrained-in-classes inconsistency are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output divergence." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug and DAC reconstruction mismatch are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping failure are different issues." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying bug: `cache.get_seq_length()` returns a tensor instead of a Python int, which breaks static-cache arithmetic in different call 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": 24, + "review_unit_index": 18, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:44186|issue:44898", + "issue:43335|issue:43756", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:44485|issue:44509", + "issue:43540|issue:44008", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:45183|issue:45479", + "issue:34634|issue:36010", + "issue:43322|issue:45685", + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43716|issue:44008", + "issue:43577|issue:43818", + "issue:43950|issue:45987", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "57774820166c9aac55c2058ed9b963b83f7ea13fdedc95a29dca6accbe4f56c4", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35864, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs across tokenizers, multimodal processors, loading, training, and docs. None of the candidate pairs look like the same underlying defect, so there is no meaningful duplicate consolidation here.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated bugs in tokenizers, vision/multimodal loading, training, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because none of the soft pairs appear to be true duplicates or one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: tokenizer crash on NER/padding vs Perceiver image-classification resolution handling." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated architecture bugs: sparse-layer creation in SwitchTransformers vs RoPE layer dropping in Smollm3." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems entirely: Qwen3 device-mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection; not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and trainer loss-signature handling are unrelated code paths." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area, but different bugs: offline model_info call vs backend_tokenizer attribute crash in Mistral regex patching." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and errors: Qwen3OmniMoe video processing vs Gemma3n variable name collision." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated: AutoImageProcessor URL loading vs a template compilation TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 doc/quantization issues vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer padding/NER crash is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different regressions in different models: Pegasus output drift vs CamemBERT masked-LM errors." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading behavior, but one corrupts non-persistent buffers while the other breaks FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for input_ids/inputs_embeds is unrelated to single-label classification zero-loss behavior." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failures are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram Int support error are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both involve device/dtype issues, but they affect different models and code paths with different root causes." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation and Mamba2Mixer cache correctness are unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal regressions: Qwen VL video-input breakage vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Docs/error-message mismatch for removed pipeline tasks is unrelated to SigLIP2 model output quality." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Gemma3n attribute collision are different bugs in different models." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing issues are not the same defect." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption and StaticCache return-type mismatch are unrelated core regressions." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3-family failures: from_pretrained weight_only loading vs flash-attention generation." + } + ] + }, + "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": 24, + "review_unit_index": 19, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:44291", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45701", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46326", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846" + ], + "soft_pairs": [ + "issue:43582|issue:46512", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:45372|issue:46326" + ], + "prepared_review_unit_hash": "13faedc36b07ab4895f90610aea701b16e35662307700bdcf528430e667d0c0e", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35940, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The soft pairs are only loosely theme-matched (tokenizers, v5 regressions, loading, VL/video), but none look like the same concrete bug or change that could be merged into one fix PR.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43749 is the strongest standalone report here: it has the most discussion and inbound references, and it describes a concrete, actionable loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best overall anchor for the set because it is well-discussed, specific, and clearly reproducible; the other items are mostly separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different dtype/loading problems: Apple Silicon warmup TypeError vs stale model.config.dtype after from_config()." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Both are version-related loading failures, but one is tokenizer loading for a specific model while the other is a kernels import dependency issue." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different validation paths and model families: Qwen video chat-template mismatch vs T5 decoder input error messaging." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is special-token post-processor updates and the other is batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad umbrella for remote_code breakages, but 44561 is a specific v5 API removal regression; not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different model-loading/sharding failures for different Qwen variants and different symptoms." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different Qwen model families and different internal code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to v5 pipeline removal, but one is an error-message issue and the other is stale docs; separate fixes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different vision/dtype regressions in different models; no shared failing code path." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape indexing crash vs trainer evaluate-after-train failure; these are unrelated runtime bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizer inconsistencies, but one is added-token spacing and the other is a broad slow/fast tokenizer mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are different failures." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both touch custom model initialization, but one is a Jupyter notebook regression and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs: BLIP2 dtype propagation vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One reports wrong masked LM predictions; the other reports tokenizer output changes. Similar area, not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Completely different subsystems: package extras/backend selection vs Mistral tokenizer regex patching." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated models and failure modes: Bark voice preset handling vs Trainer.compute_loss signature mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access safety issue vs CLIP class structure inconsistency; no shared code path." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image sizing/padding, but they are distinct model-specific preprocessing bugs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration bug vs MXFP4 quantization load fallback; unrelated causes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are separate problems." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different VL model regressions with different symptoms: weight_only loading error vs rope/position-id scaling bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both raise AttributeError around tokenizer/processor loading, but they involve different objects and different root causes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError and CUDA AMP crash are unrelated runtime environments and code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior 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": 24, + "review_unit_index": 20, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46209", + "issue:46291" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43906|issue:46209", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803" + ], + "prepared_review_unit_hash": "79d880de61bf6faa5a1dee3ba5cabe0fce7d79d2d24be259e97abb143723f006", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: it spans unrelated Transformers issues across loading, quantization, trainer, processor, and model-specific regressions. I do not see a true duplicate cluster, so all soft-edge links are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest, most central user-facing regression report in the set (recent versions breaking remote_code/custom-model loading), but the overall cluster is too mixed to treat it as a true duplicate umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue by breadth and impact, though it is not a duplicate match for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failures: FP8 storage lookup vs PIL/image-processor dependency handling." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve loading, but one is a specific MobileLLM key error and the other is a broader remote_code regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated code paths: torch.compile/SDPA behavior vs MXFP4 loading fallback." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: multimodal token counting video branch vs stale auto_mappings config references." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Distinct model families and symptoms: BEiT label reduction vs RTDetr output mismatch." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar theme of tied-weights warnings, but different models and concrete failure modes; not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: template-node compilation error vs CLIPTokenizer max_length constant." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading issues, but one is a gguf_file API break and the other is a specific tokenizer regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different functionality entirely: image label reduction vs MPS attention correctness." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No concrete overlap: isolated reproduction of an older issue vs FP8 inference on B200." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different areas: Qwen3 MoE weight conversion/loading vs multimodal token counting in video processing." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the custom trainer compute_loss signature error." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model components and bugs: DAC STE mismatch vs DiaConfig save/load token IDs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both mention model loading/custom code, but one is an import path issue and the other is a Jupyter custom-model init regression." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training lifecycle problems: ZeRO-3/non-pretrained BERT index error vs evaluate-after-train failure." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend inclusion issue vs kernels version/revision requirement during pipelines import." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: accelerate packed-weight loading vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3 MoE weight conversion are separate loading bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are not the same as MXFP4 quantized loading fallback behavior." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode token skipping." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading regressions, but one loses fields with trust_remote_code and the other fails to unwrap text_config in composite multimodal configs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/loading problems: GLM-4.7-Flash unit-test load failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion issue is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting is unrelated to Whisper decode special-token handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a straightforward model memory exhaustion case." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-family failures: MoE weight conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and root causes; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 21, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:46421|issue:46424", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43540|issue:46701", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:44857|issue:46832", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:45538|issue:46869", + "issue:28282|issue:34689", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "ee8c7f7a58820868f5b2f295bd6129d94eb27e9241364a78b7a4c5d35e94942a", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36493, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items span unrelated bugs in caches, video/multimodal handling, tokenizers, model loading, quantization, and training state. None of the soft-edge pairs look like the same underlying issue closely enough to merge, even when they share a subsystem label.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest and most user-facing of the video-regression reports, covering multiple Qwen VL variants with a concrete v5.3.0 behavior change. If one issue must anchor the cluster, it is the clearest representative of the repeated multimodal/video theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue in the set: it describes a specific regression, names affected models, and has the widest apparent scope among the related multimodal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about lazy cache init causing recompilation and the other about max_cache_length only applying to quantized cache; different bug mechanisms." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video processing, but one is an undefined-variable bug in multimodal token counting and the other is an incorrect output shape in video processors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related video/VL area, but the former is a specific helper bug with undefined variables while the latter is a broader regression across several Qwen VL models; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failure modes: FineGrainedFP8Config failure versus a key error on loading MobileLLM-125M." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Unrelated: one is a vague placeholder issue, the other is an isolated reproduction of a specific upstream bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but one is broken FSDP CPU RAM-efficient loading and the other is mmap/OOM on Strix Halo; distinct problems." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Training-state token accounting is unrelated to perplexity quality on a specific model/dataset." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "No overlap in code path: init_empty_weights/_is_hf_initialized argument handling versus PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and failures: Qwen3OmniMoe video input ValueError versus DiffusionGemma image-text-to-text pipeline not working." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both touch CPU offload, but they affect different models and different failing components; too broad to be the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading/import problems: FP8 config failure versus AutoImageProcessor URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as a trainer-state counter not updating." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "One is about custom token IDs surviving save/load; the other is MXFP4 quantization fallback during model loading." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError due to missing PyTorch is unrelated to Bart generation using an uninitialized decoder_attention_mask." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are DETR-related, but one is an AMP/CUDA crash in loss computation and the other is a forward-path type error when feature levels exceed backbone outputs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying failure in AyaVision is a different bug from BLIP2 dtype propagation staying float32." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenization behaviors and different root causes." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to pipelines import failing on a kernels version/revision requirement." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: loading a specific model fails in one, while the other is about CLIPTokenizer's default max length." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length behavior is unrelated to multi-GPU device-map loading for YOLO." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output divergence in v5 is a different code path from Qwen3.5 save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP model loading is unrelated to a trainer-state counter not updating." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve output quality and weight tying, but one is a direct missing tie in Mistral3 and the other is collapse after LoRA merge with extended vocab; not the same concrete bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a dependency version bump for PEFT." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue with torch install is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 quantization failure and tokenizer max-length behavior are different subsystems and failures." + }, + { + "left": "issue:43697", + "right": "issue:45356", + "accept": false, + "reason": "RT-DETR inference divergence and tokenizer codec/warning regression do not share the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility/version concerns do not match a kernels package import requirement failure." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Runtime ZeRO3 error and dependency version bump are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to an unclear error message for bad LayoutLMv3 input boxes." + } + ] + }, + "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": 24, + "review_unit_index": 22, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45488", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46491", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44849|issue:45701", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:41720|issue:43540", + "issue:44987|issue:45907", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:44568|issue:45488", + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:44568|issue:46491" + ], + "prepared_review_unit_hash": "1d09cd765f3dd6694cb8f41c4dab4f18b647a88c4b727775c027ec056a7ca87b", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36160, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs across tokenizers, training, multimodal loading, and Qwen variants. I only see one convincing duplicate-style pair around Qwen2.5-VL video position-id handling.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44479 is the broader Qwen video-input regression report and best matches the likely duplicate pair, with the clearest high-level description of the underlying position-id bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 has the broadest impact and strongest activity signal in the set, with a silent tokenizer regression affecting a major model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Different bugs: Qwen video-input regression vs FA2 long-context performance regression." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer-loading failures, but the titles point to different underlying causes and models." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated loader errors: MobileLLM key error vs init_empty_weights argument mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different issues: Qwen3.5 hidden-states behavior vs broad tokenization-version change." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are separate code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is wrong model loading dtype and the other is stale config metadata." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different failure modes: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading and Apple Silicon allocator warmup are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention and missing PyTorch backend are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error vs tokenizer inconsistency." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen issues: auto device mapping CUDA assert vs video-input processing error." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and Hub API revision-forwarding bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen bugs, but the model, symptom, and code path differ." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL/Qwen video position-id regression in 5.3.0; one report is broader, the other a specific symptom." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video inputs, but they affect different models and surface as different failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token regression and LlamaTokenizer pre-tokenizer override are distinct bugs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with no clear shared code-path." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: SigLIP zero probabilities vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and custom compute_loss API breakage are separate trainer issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication and Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer issue and Qwen3.5 kernel-registration crash are different problems." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Key error loading MobileLLM and missing Float8 storage object are not the same failure." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm issues with separate symptoms and fixes." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 dtype mismatch and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer regressions, but one is missing BOS/EOS and the other is encode-decode space preservation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:44479 vs issue:45381, is reasonably supported by the titles as the same Qwen2.5-VL video position-id regression at different levels of specificity. The remaining rejections are also cautious and consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43761", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44811", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46693", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:43531|issue:44821", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:44737|issue:45588", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43819|issue:44811", + "issue:43653|issue:44361" + ], + "prepared_review_unit_hash": "85aa286898523c3ac5275597e7edea85b17b27cfe37e543b02e8651f5dc9334a", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports; the only clear duplicate-like overlap is the tied-weights/save_pretrained regression pair. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45005 is the broadest representative of the tied-weights serialization regression in v5, and it most clearly subsumes the narrower device-dependent serialization report in issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best single issue to keep as the representative because it describes the underlying tied-weights regression at a higher level and is more likely to capture the full scope than the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different subsystems and failures: XLNet CPU device placement vs T5 decoder-input validation message." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated packaging/availability issues: PEFT version bump vs stale auto_mappings entry for Sam3LiteText." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different model families and code paths; too broad to treat as the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No clear shared bug: isolated reproduction of an older issue vs a broken Nemotron example." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder-input validation." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are different problems." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Older reproduction report vs FA2 long-context performance regression are not the same underlying issue." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and BART decoder_attention_mask UnboundLocalError are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is GGUF/Auto* loader breakage and the other is a specific model load failure; insufficient evidence of the same bug." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model/output bugs: RTDetrV2 output drift vs VideoPrism hidden_states misassignment." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict-config loading for granite_speech." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP plan omissions are different architecture-level issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key serialization and AutoTokenizer token-id regressions are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is silent config reversion on reload and the other is a type error in rope validation." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing and Trainer broadcast NoneType are unrelated failures." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint-save regression are different issues." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "General trust_remote_code config loss and one specific strict-dropped field are not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but CLIPVisionModel forward regression and VideoPrism output-field mixup are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "These are closely aligned tied-weights/save_pretrained regressions in v5; 44466 is a narrower manifestation of the broader issue in 45005." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key warnings and sinq save/load breakage are different serialization problems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke task AttributeError are different tokenizer issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded and conservative. The representative issue choice for the tied-weights/save_pretrained regression is supported by the packet, and the soft-edge verdicts avoid overstating duplicates or shared root causes. No PR-pair mergeability issue applies because there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 24, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:43994", + "issue:44464", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:41762|issue:44936", + "issue:43525|issue:46701", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:42898|issue:46491", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44484|issue:44704", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010" + ], + "prepared_review_unit_hash": "0aa8cbbd4b8dc050c2c5fe84718d2f185ff62068117ba64cba7560b71e242740", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35635, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bugs that only look similar at a high level (tokenizers, loading, generation, NaNs, backend errors). I found no pair that clearly describes the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45701 is the broadest and most representative tokenizer-regression report in the set, making it the best anchor for the tokenization-focused subset of this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 has the highest-level, most general framing among the issues here, but the cluster is too mixed for it to serve as a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: ZeRO-3 model loading vs trainer state after train/evaluate." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated model/config bug versus image-text pipeline failure." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different code paths: SigLIP2 probability output vs processor/tokenizer regression." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is gguf model/tokenizer loading and the other is offline hub lookup in AutoTokenizer." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference bugs affecting different models and behaviors." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import issue is unrelated to Windows/ROCm torch.distributed dependency errors." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but one is TensorFlow/tensorboard detection and the other is backend mapping for tensorflow_text." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding window bug and MobileLLM key error are different model-loading problems." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but the concrete failures differ: processor.tokenizer/images handling vs Kimi codec handling and warning text." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General v5 cleanup behavior change is not the same bug as CodeLlama losing one leading space on round-trip." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different special-token bugs in different tokenizers with different symptoms." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer parity issue and Mac bus error on CLIP are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Model/tokenizer loading failure versus dtype propagation bug." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific weight-loading problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token IDs, but one is BigBird special-token registration and the other is config persistence causing generation IndexError." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info misuse and tokenizer-loading failure are different bugs with different root causes." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state handling, but they describe different mechanisms and model code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to DiaConfig token ID loss." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and generic tokenization changes are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing question is unrelated to missing kwargs in AutoProcessor.from_pretrained." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different components and scenarios." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:44734|issue:46612", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:43504|issue:44610", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357" + ], + "prepared_review_unit_hash": "a599182d3e71058749bec5134dcc7e81e93d904658a34078c9340443938aeaf1", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it spans many unrelated Transformers issues across tokenizers, training, model loading, generation, multimodal processors, quantization, and device placement. No pair looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is a KV-cache continuation crash in serve and the other is skipped beam-search cache reorder in several recurrent models; different code paths." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType GPU broadcast error vs Qwen2-VL multi-GPU training issue; unrelated failures and model/context." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load related, but one is lm_head serialization tied to device state and the other is quantized sinq reload breakage; different mechanisms." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading bugs, but BEiT legacy-field config loading and BitNet packed-weight unpacking are separate model-specific issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field load failure in BEiT vs torch.compile/SDPA failure in Bamba; unrelated bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward vs Qwen3.5 flash-attention generation; both generation issues but not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention correctness/normal output issue vs long-context FA2 performance regression; different symptoms and likely causes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device-map cuda assert in Qwen3 vs compiled-forward chunked generation inconsistency; different subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code regressions, but one is missing fields from AutoConfig serialization and the other is removal of is_torch_fx_available breaking imports; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading breakage vs missing linear_attn entries in TP plan; unrelated model-loading vs tensor-parallel mapping problems." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug vs MPS attention correctness bug; no shared code path." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpack issue vs DiaConfig save/load custom token-ID loss; different models and failure modes." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT pretrained preset load failure vs OmDet-Turbo processor image-size mismatch; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs FA2 long-context performance regression; not the same underlying problem." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs config token-ID persistence loss; unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training issue vs CustomTrainer compute_loss signature mismatch; both training-related but distinct bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Eval dtype drift for embeddings vs auxiliary-loss normalization bug; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug vs multimodal processor.tokenizer access regression; different APIs and symptoms." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but one is batched padding=False handling and the other is assistant tool-call messages with empty content; different trigger conditions." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example problems vs SigLIP2 implementation discrepancy; one is example usage, the other core model parity." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking bug vs MLukeTokenizer AttributeError on tasks; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure vs unreleased MIN_PEFT_VERSION bump; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs pipeline error-message wording; no overlap in bug area." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs Trainer import broken by datasets install; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathologies." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token config attributes, but they affect different model configs and fields (pad_token_id vs pad_token_idx); not clearly the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF from_pretrained breakage vs inability to load a specific model version; both loading failures but different causes." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch with auto device_map vs quantized sinq save/load corruption; different problem classes." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-token spacing bug vs MacOS bus error loading a CLIP model; 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": 24, + "review_unit_index": 26, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "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:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:44849|issue:46209", + "issue:46209|issue:46710", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44849|issue:45357", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:46821|issue:46832", + "issue:45072|issue:46832", + "issue:46399|issue:46846", + "issue:43606|issue:44112", + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:44493|issue:46285", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "e58b0a6a667b4e1aab2f371bbf3fdcaf37a9bd559bce757ce827fcf495d5fb57", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36861, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different model families and code paths. I found no soft-edge pair that looks like the same underlying bug, and no PRs were included.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45812 is the strongest standalone bug report here: a broad, silent tokenizer regression affecting all Granite models with clear impact and multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is high-impact, well-scoped, and describes a concrete regression rather than a niche or follow-up symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: SigLIP2 model/pipeline mismatch vs return_tensors being ignored in multimodal kwargs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and code paths: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation discrepancy vs ZeRO-3 gradient growth in DeepSpeed training." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as the v4.57.5 processor.tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different underlying problems: dtype change in evaluation vs gradient anomaly under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different models and failures: Qwen3.5 hidden-states bug vs FP8 inference failure on B200." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different issues: FP8 runtime support on B200 vs an accuracy regression after version upgrade." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different areas: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: custom model init regression vs device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer-related, but different models and failures: special-token insertion vs DeepSeek-Coder output corruption." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different problem domains: evaluation dtype mismatch vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-states output bug vs incorrect visual encoder keys on save." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: janus image-generation test failure vs a dependency version bump issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and failure modes: DiaConfig save/load token IDs vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizers, but one is a model-specific load failure and the other is HF_HUB_OFFLINE breakage from an unconditional hub call." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but different models and symptoms; not the same concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Different bugs: tensor-parallel OOM on Qwen2-57B vs an unreleased PEFT version requirement." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different code paths: legacy config field load failure vs CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different errors: missing Qwen2_5_VL import vs Float8 storage lookup failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Related model family, but distinct failures: weight conversion under accelerate+deepspeed vs loading Qwen3VL MoE models." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and runtime paths: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Distinct inference issues in different architectures; no shared underlying bug." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Same general Qwen3.5 area, but different causes: missing decorator registration vs incomplete tensor-parallel plan entries." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real device-mismatch bug, the other is a stale CI test; not the same artifact." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated: category cardinality runtime limit vs accuracy regression after upgrade." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are composite-model loading issues, but one is a missing pad_token_id attribute and the other is text_config unwrapping in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different regressions: unexpected position-id keys vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failure classes: float8 storage resolution vs flash_attn import-utils KeyError on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and config fields: Qwen3-VL pad_token_id vs StableLmConfig pad_token_idx." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "No shared bug: Beit pretrained loading issue vs BigBirdTokenizer special-token registration 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": 24, + "review_unit_index": 27, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45479", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44464|issue:46424", + "issue:43572|issue:44291", + "issue:46832|issue:46858", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:45479|issue:46829", + "issue:44423|issue:44734", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "cec2377c2a94a1068ca59ecbbc52e97f14914ad6bd5ee40f2c2759f41b5d3b47", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35047, + "estimated_input_tokens": 8762, + "estimated_eval_tokens": 17780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the items span many unrelated bugs across tokenizers, serving, model loading, training, quantization, and cache behavior. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: there is no single underlying defect linking these issues, so using any one as the representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative; the apparent similarity is only broad subsystem overlap, not the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Different bugs: chunked generation with compiled forward vs. cache max length being honored only for quantized cache." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated problems: StableLmConfig missing pad_token_idx vs. init_empty_weights failing on an unexpected internal argument." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths: RT-DETR feature-level handling vs. static-cache sequence-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated: invalid GenerationConfig for GLM-5 vs. image-text-to-text pipeline failure for DiffusionGemma." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family but different concrete failures: missing defaults for text-only fine-tuning vs. multi-GPU CUDA OOM." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different defects: gradient instability under ZeRO-3 vs. loading Phi-4 multimodal models." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is offloading behavior and the other is broken save/load serialization; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Unrelated tokenizer issues: Whisper timestamp decoding crash vs. chat template crash on an empty list." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an OOM problem and the other is a device-mismatch bug in forward." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "No overlap in underlying defect: Flash Attention 2 test failures vs. MLflow reporting after training failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: SigLIP2 inference mismatch vs. unexpected position-id key handling across models." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated bugs: flash_attention.py crashing on s_aux=None vs. quantized model save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Different components: slow/fast tokenizer inconsistency vs. Trainer GPU broadcast rejecting NoneType." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "No shared root cause: import warning for local paths vs. GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated compilation/import issues: non-template-node compilation error vs. flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Different tokenizer vs. trainer-state behavior; the extra-space bug is unrelated to num_input_tokens_seen not updating." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same product area (Sam3) but not the same bug: dummy Conv2d design choice vs. memory overflow when running sam3-litetext." + }, + { + "left": "issue:45479", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated model bugs: degenerate zero loss in sequence classification vs. wrong hidden_states field in VideoPrism output." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both crash in serve, but on different mechanisms: multimodal input tensor conversion vs. KV-cache continuation tensor indexing." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Completely different issues: TorchScript GeneratorExp export failure vs. SigLIP2 producing zero probabilities." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both touch attention/flex_attention, but one is an MPS correctness bug and the other is a version-check/import bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: SigLIP2 HF-vs-JAX numerical discrepancy vs. checkpoint resume key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different defects: device-mapping CUDA assert on A800 vs. accuracy regression after a transformers upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated: Gemma4Processor missing _tokenizer in serve vs. rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Different models and failure modes: flash-attention generation issue for Qwen3.5 vs. DeepSeek accuracy regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 28, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:43873", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:46821", + "issue:29870|issue:29942", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:38175|issue:43493", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "9dc5d864f7aa728dacb1774f0de77c0f4e33d9ff15e799b63ee8cc765a6fa257", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36029, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of Transformers issues that share broad tokenizer/processor/multimodal or loading language, but the soft pairs do not describe the same underlying bug. I do not see any true duplicate issue/issue or PR/PR candidates here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43295 is the broadest and most central tokenizer/processor regression in the set, and it best represents the cluster\u2019s recurring multimodal API-breakage theme without being overly narrow.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best anchor for this cluster because it is a general regression affecting processor.tokenizer use and image/tokenizer interaction, which is closer to the shared theme than the more specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are multimodal processor/tokenizer bugs, but one is about processor.tokenizer/images access and the other is a batched video-shape issue; different code paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatch in inference versus save/tokenization failure; different symptoms and subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention crash with s_aux=None is unrelated to AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for _flash_supports_window_size is a flash-attn symbol issue; loading with torch.device('meta') is a different model-loading problem." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma 4 mm_token_type_ids defaults are separate multimodal bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/batched padding is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression versus quantization offloading behavior; no shared underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and PLE device mismatch are different forward/load failures." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "device_map='auto' device mismatch is unrelated to return_tensors precedence in tokenizer kwargs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer access regression and OmDet-Turbo 640px-vs-224px input-size mismatch are distinct issues." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated config/API bugs." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "decoder_attention_mask assignment bug in generate() is not the same as Flash Attention 2 test failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and ZeRO-3 gradient growth are separate training/runtime problems." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 and tensorflow_text backend mapping error are different import-resolution issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "batched video processor shape bug and Qwen2-57B-A14B TP OOM are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "_update_model_kwargs_for_generation after sync_gpus and output_hidden_states=True are different generation-path bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and transformers>=5.1.0 load failure for physical-intelligence/fast do not share the same root cause." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "local-path trailing-slash import warning and SigLIP2 HF/JAX discrepancy are different classes of bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "flash_attention import-name failure and Qwen2_5_VLForConditionalGeneration import error involve different missing symbols." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "all-zero assistant masks in multimodal templates and tool-call/no-content crashes are distinct chat-template bugs." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example problems are not the same as tokenizer return_tensors handling." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "unexpected zero probabilities in SigLIP2 and HF-vs-JAX implementation discrepancy are related to the same model family but not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and LoRA-merge collapse after vocab extension are different tied-weight failures." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override CI failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "embedding dtype drift in eval and Qwen3 MoE memory usage are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "extra space after an added token and lm_head reinitialization after resize are different tokenizer/weight-init problems." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe with FineGrainedFP8Config and Qwen2.5-VL import error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 29, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43526|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43388|issue:43526", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:46424|issue:46858", + "issue:44610|issue:44857", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "692d5db9d9dd54dc1aeeb687cbc288ba646e2306beb295199fb7bf8fe9b2c015", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 cluster is mostly a set of unrelated Transformers bug reports that only share broad thematic similarity (model loading, config attributes, processor quirks, and regressions). I found no pair that is clearly the same concrete bug/change, so I rejected all soft edges.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 43950 is the strongest standalone regression report in the set: it is clearly scoped, well-described, and broadly impactful. The rest of the items are not true duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best representative issue overall because it has the clearest failure mode and regression framing; however, it should not be treated as a duplicate umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both mention model structure regressions in v5, but one is about non-persistent buffers and the other about CLIP text-model attribute inconsistency; different bugs and fixes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Completely different failures: missing Qwen2.5-VL export vs incorrect detokenization for DeepSeek Coder." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "One is a gguf_file loading bug for tokenizer/model loading, the other is stale config.dtype after from_config; unrelated code paths." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id AttributeErrors, but they affect different model configs (Qwen3-VL vs Llama4) and are not clearly the same fix." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default vs batched video output shape; no shared concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/processor failures in different models; not the same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to a stale GraniteSpeech device-override CI test." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "reduce_labels collapsing labels and return_tensors being ignored are separate processor API bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are different model behaviors." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is pipeline-removal documentation and the other is a TextClassificationPipeline docs mismatch; not duplicates." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Tuple-label handling in gather_for_metrics and BEiT reduce_labels behavior are different batching/preprocessing bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Auto device mapping on A800 with Qwen3 and FP8 inference on B200 are different hardware/backend failures." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure do not share the same code-path." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both concern removed/missing utility helpers, but the specific symbols and breakages are different." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different audio/model helper issues with no evidence of a shared implementation bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor center-arg crash and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDETR loss vs missing auxiliary losses in D-FINE are different training issues." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max-length honoring only Quantized Cache vs device-tensor seq-length arithmetic in _prefill are not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDETR AMP crash are different problems." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config.dtype after from_config and TimesFM window_size AttributeError are unrelated config issues." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency affect different model families and paths." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Flash-attn import handling on Python 3.13 and Windows ROCm torch.distributed dependency issues are separate environment failures." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory cleanup are clearly unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different subsystems and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and GraniteSpeech stale device-override CI test are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for _flash_supports_window_size and Torch 2.10 incompatibility are different compatibility issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 30, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:44514|issue:44521", + "issue:29127|issue:32090", + "issue:43720|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:46431|issue:46566", + "issue:45127|issue:45245", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:45200|issue:45588", + "issue:43819|issue:44493", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090" + ], + "prepared_review_unit_hash": "d90fce8d7b561580c5b92fdb65e22e7cc1ad1881001c4c0f77959fd70ff2d985", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35770, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports with a few superficial overlaps around chat templates, loading/import errors, and model-specific regressions. I don\u2019t see any soft edge pair that is safe to merge as a true duplicate; the only obvious duplicate-looking item is the Qwen3.5 MoE from_pretrained regression, but it is not one of the proposed pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the clearest representative issue: it has a concrete, repeated regression title and is essentially duplicated by issue:45478 with the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single issue to anchor the cluster because it is specific, well-scoped, and closest to an actual duplicate pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test instability vs Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are load-time errors, but one is missing PyTorch and the other is a Mac bus error with a CLIP model; different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "A generic v5 loading regression with base_model_prefix is not the same as a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both involve model/config loading, but SwitchTransformers sparse-layer creation and BEiT legacy-field loading are unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors and code paths: Pegasus output drift vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/import failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to a pipeline task-support warning message." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API surface, but one crashes on batched padding=False input and the other returns zero assistant masks; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to Trainer broadcast failing on NoneType." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight handling in Accelerate loading is a different problem from a stale GraniteSpeech device-override CI test." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe length helper bug are distinct code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Configuration bug vs CI test flake in a different model family." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but tool-call/no-content crashes and continue_final_message behavior are different failures." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing symbol import errors for different APIs and symbols; not the same regression." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Lack of chat template support is unrelated to DiffusionGemma staying on meta with device_map=auto." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention sink handling and CPU-offload rotary-embedding behavior are different failures." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and post_init reinitializing resized embeddings are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash test loading failure are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": false, + "reason": "These are true duplicates by title and description, but this edge was not proposed as a soft pair to merge." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents/forward mismatch is unrelated to unexpected position-id keys." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and DeepSeek tokenizer changes are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP/CUDA failure." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and FineWeb SLM training not starting are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast of NoneType." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + 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"issue:44857|issue:45588", + "issue:46421|issue:46858" + ], + "prepared_review_unit_hash": "8001eec1b4828be4d0413d7ddcaf313fffee6f6971db70b9e64ac54ac4665bdc", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, processors, loading paths, precision bugs, and cache/compiler behavior. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45698 is the best anchor because it is open, has the strongest discussion/inbound reference signal, and describes a broad user-facing loading/serialization regression. That said, the cluster overall does not look like a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most suitable global representative in this set: it is active, broadly impactful, and has the clearest cross-report traction among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import/utilities, but one is about protobuf tokenizer error handling and the other about a missing availability helper; different bugs and code paths." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding in the image processor." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc-example failures and unexpected position-id keys are different problems with different triggers." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint-resume key mismatch is not the same as qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "A LasrFeatureExtractor crash from an unsupported arg is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType errors and MacOS CLIP bus errors are distinct failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve precision/AMP issues, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to the removal of is_torch_fx_available." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile with SDPA in Bamba is a different issue than qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are not the same underlying defect." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision loading are different model-specific regressions." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask assignment bug is unrelated to NoneType GPU broadcast errors." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crashes and Qwen2.5-VL video position-id issues are different multimodal bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to undefined video-branch helper variables." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs across multiple models and silently ignored return_tensors are separate tokenizer issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences are not the same as Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat-template crash and video padding miscalculation affect different parts of the multimodal stack." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Dtype changes in evaluate are not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit generator-expression export failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation problems in Qwen3.5 are not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig losing custom token IDs on save/load is a different serialization bug than loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/indentation failure and missing-decorator registration error are different root causes." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate key assignment bug is unrelated to Adafactor/deepspeed OOM." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP CUDA crash in LwDetrImageLoss is not the same as flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Spurious recompilation from cache lazy init and device-tensor slice-arithmetic failures in static cache are related only at a very broad caching level, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + 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"issue:43756|issue:45440", + "issue:44206|issue:44479", + "issue:43412|issue:45588" + ], + "prepared_review_unit_hash": "8da16b65a0fb6f5541f81649d95937e2babc1b87fd8cc94ada25277fdabe1d48", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated bugs in tokenizers, generation, quantization/offloading, model loading, and docs. No soft edge pair looks like the same concrete underlying bug; the closest pairs are only broadly related by subsystem, not by root cause.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the strongest representative: it is open, has the most discussion/inbound references, and its quantization/offloading scope is the broadest among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 best represents the cluster because it is the most active and the most broadly phrased bug report; the other issues are more specific and mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different failures: a missing flash-attention import versus a packaging/backend dependency issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and Deepspeed Adafactor OOM are different code paths and symptoms." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "API removal breaking trust_remote_code is unrelated to DeepSeek tokenizer output regressions." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/quantization concerns, but one is offloading behavior and the other is Gemma4 multi-GPU OOM; not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast handling." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is a generation output mismatch across versions; the other is serialization of tied weights depending on device." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different model/path-specific bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype drift is distinct from tp loading OOM for a large Qwen model." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch do not share a root cause." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos token config inconsistency is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device map cuda assert and Gemma4 multi-GPU OOM are different inference failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP loading and SigLIP2 docs example errors are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Tokenization/save_pretrained failure and a bare except swallowing interrupts are different issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task crashes and Wav2Vec2 save/tokenization failures are unrelated model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure do not share the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird special-token registration and Qwen3.5 recurrent-state reset are unrelated tokenizer vs model-state bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-validation TypeError are different API surfaces." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux crash are separate failures in different components." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate UnboundLocalError and Llama 3.2 Vision loading regression are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Processor import error and serve-time missing _tokenizer attribute are different Gemma4 loader issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "RoPE layer count mismatch in Smollm3 is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression and Qwen video-input regression are different model/input pipelines." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv support and flash_attention s_aux handling are unrelated problems." + } + ] + }, + "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": 24, + "review_unit_index": 33, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:45491|issue:46693", + "issue:45459|issue:45712", + "issue:29127|issue:33357", + "issue:45245|issue:45563", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:45372|issue:45459", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:44464|issue:45584", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:43526|issue:44186", + "issue:43994|issue:46369", + "issue:45250|issue:46640", + "issue:33290|issue:34689", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "a278218a5ddbeee830b70f4410b698271a7c068691dc235800886dcd126bd654", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36422, + "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 heterogeneous: tokenizer/loading, vision/segmentation, memory/OOM, and generation bugs are mixed together. There is a loose Flash Attention 2 subtheme, but the specific reports differ enough that none of the soft edges look like safe duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46640 is the broadest Flash Attention 2 umbrella in the set and is the closest thing to a representative anchor, but the surrounding issues are not one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46640 is the closest global representative because it matches the only recurring theme (Flash Attention 2), though it still does not cover the unrelated issues in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token special-token registration bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated tokenizer paths." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation-map processing; different subsystems and symptoms." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window all-padding batches vs FA2 long-context performance regression; same broad area, different bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf-missing tokenizer error masking vs leftover dummy classes leaking into dir(transformers); unrelated issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs CLIP bus error on macOS; no shared underlying bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error vs stale generate warning; different code paths and failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d placeholder vs SigLIP2 AutoModel/pipeline wrong outputs; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder vs RT-DETR memory leak on deletion; different bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP load OOM for Qwen2-57B vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation vs D-FINE auxiliary-loss handling; unrelated model changes." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import break from mistral_common vs protobuf decode-error masking; different failure sources." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local-model import warning vs gradient-checkpointing disallowed in eval mode; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging vs embedding reinitialization after resize; different code paths." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Special-token post-processor not updating at runtime vs Gemma3 NaNs in sliding-window batches; not the same issue." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak on deletion vs sam3-litetext memory overflow when called; both memory-related but distinct." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 TP load OOM vs int4 quantization reserved-memory regression; both OOM-related but different causes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs Whisper empty-transcription failure after align_special_tokens; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer failing to load a tokenizer vs bfloat16 dtype mismatches in inference; different bug classes." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE fine-grained FP8 config failure vs Qwen3-VL weight-shape mismatch; related model family but distinct issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 OCR long-input index error; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs FA2 performance regression; no shared underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs generic dependency issue; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs LayoutLMv3 error-message clarity; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 support for XLMRoberta vs Adafactor OOM in deepspeed; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs LayoutLMv2 tokenizer crash on NER padding/truncation; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 output corruption vs sam3-litetext memory overflow; unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a specific performance regression; not the same concrete bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM vs Llama 3.2 Vision loading break; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing vs Qwen3-MoE sliding_window issue; same broad family but different failures and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46697" + ], + "soft_pairs": [ + "issue:46121|issue:46399", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:44514|issue:45381", + "issue:43381|issue:43873", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43723|issue:45479", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931" + ], + "prepared_review_unit_hash": "5b3924b0f668b02b91a74e25a16fa085077f51740865eec71a412a133e69d586", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35751, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not look like a duplicate cluster: the issues span many unrelated subsystems and model families, with no pair appearing to describe the same underlying bug or change. All soft-edge candidates should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most substantial standalone report here (open, detailed, multiple inbound references), so it is the best representative issue even though the overall set is not a duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different failures in different areas: rope-parameter validation vs Qwen3.5 kernel registration." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Deepspeed/optimizer memory usage and token-embedding reinit are unrelated code paths." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention runtime crash on sink-less models vs stale auto-mapping references; same repo area but not same bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is batched chat-template padding and the other is video position-id computation." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden-states regression and Qwen3.5Moe CPU-offload incompatibility affect different models and mechanisms." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom config loading with trust_remote_code and patchtsmixer post_init policy are separate issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template default sampling rate is unrelated to a feature-extractor center-argument crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count limit are completely different failures." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode skip-special-token handling are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation bug are separate model/input-processing problems." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access bug in modeling_utils is not the same as DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend selection issue and missing import_utils symbol are not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading regression and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and BART decoder_attention_mask assignment are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they concern different models and different missing/mismatched fields." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift and stale docs after pipeline removals are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope index scaling and Swin2SR padding behavior are distinct image/video preprocessing bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken kwargs conflict and list_repo_files revision forwarding are unrelated API issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque error are unrelated runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are different config-loading bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL shape mismatch are separate loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 35, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821" + ], + "soft_pairs": [ + "issue:43761|issue:44079", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:44464|issue:46421", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:44162|issue:44792" + ], + "prepared_review_unit_hash": "4f417e5a876e9af80cf3efa5887771b54ac56241ef265e9ccf10ccd9429e15da", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of mostly unrelated Transformers issues. Several pairs share broad themes like save/load regressions, config mismatches, or v5 behavior changes, but none look like the same concrete bug or patchable in one PR. No pull requests are present; issue 45698 is the broadest representative of the save/load regression theme.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45698 is the most general and reusable user-facing bug here: custom module resolution breaks after save_pretrained/from_pretrained, which is a broader serialization/load-path regression than the other specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the broadest scope, clear reproduction impact, and the strongest representation of a recurring save/load class of failures among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different failures: CLIPVision hidden_states regression vs ModelOutput key assignment bug." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/API issues, but one is Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config unwrapping multimodal text_config; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression and torch.compile attention-kernel divergence are unrelated bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure and unrecognized model/config.json error are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen/VL loading or saving, but one is weight-shape mismatch on load and the other is a save_pretrained checkpoint regression; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different dependency/import failures: kernels backend loading vs missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and Fuyu tensor-conversion exception-swallowing are different issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one is dequantized model saving and the other is custom-module resolution after reload; distinct failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg sync after sync_gpus and gather_for_metrics label dropping are unrelated trainer/generation bugs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different issues." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure and resume_from_checkpoint key mismatch do not share the same code path." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM while loading Qwen2-57B and key error loading MobileLLM-125M are different loading bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch dependency are unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both touch import helpers, but one is a missing availability helper and the other is a pipelines import failure due to kernels version requirements." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression and translation-task error-message regression are different bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and transformers.onnx import error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward output inconsistency and chunked-prefill recompilation are related only loosely; they are not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both are v5 regression reports, but one is processor/tokenizer behavior and the other is eos_token_id config mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different multimodal bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation and non-persistent buffer initialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig discrepancy and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are different serialization/config issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload reset are distinct regressions." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure until uninstalling datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus generate-images test 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": 24, + "review_unit_index": 36, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44190", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46832" + ], + "soft_pairs": [ + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:46832", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:43065|issue:44617", + "issue:43352|issue:46640", + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:44792|issue:44977", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:35141|issue:42490" + ], + "prepared_review_unit_hash": "5b25ef2bc92b9aaf5051877574b45d7229b2717e53b7d94d7aa949f329b26131", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34320, + "estimated_input_tokens": 8580, + "estimated_eval_tokens": 17416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft-similarity pairs mostly share broad Transformers themes but not the same concrete bug or code path. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45698 is the strongest standalone representative here because it has the most discussion/inbound references and a clearly actionable user-facing regression, but this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best global issue candidate on signal/impact, though the rest of the items are largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: gguf_file loader regression vs unrecognized-model/config loading error." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is tied-weight/lm_head initialization; the other is Flash Attention support gating for a different model." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for trust_remote_code is unrelated to max_cache_length handling in cache config." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to Windows ROCm / torch.distributed import dependency." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor input-size mismatch is not the same as SAM3 LiteText memory overflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder data request vs Gemma pipeline roundtrip/tokenization failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:46832", + "accept": false, + "reason": "CLIPVision hidden_states regression and RT-DETR feature-level TypeError are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing bug is distinct from Qwen2_5_VLProcessor batched chat template padding crash." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field loading in BEiT preset is not the same as saving/loading the wrong custom module." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TF backend setup issue is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to tensorflow_text backend mapping." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 video OOM are different problems." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Explicit unsupported FlashAttention2 error for Nemotron is not the same as a generic Flash Attention issue." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gather label truncation and auxiliary-loss normalization affect different subsystems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary/tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 FlashAttention generation bug are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing in GenerationMixin differs from recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection bug is unrelated to missing fpn_position_embeddings on Sam3VisionEncoderOutput." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script issue is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk-fill regression is distinct from GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to the trailing-slash local model import warning." + } + ] + }, + "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": 24, + "review_unit_index": 37, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:43673|issue:46421", + "issue:44855|issue:45588", + "issue:43931|issue:44060", + "issue:43827|issue:43994", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:45563|issue:45584", + "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:44479|issue:44734", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:43526|issue:46697", + "issue:44617|issue:46369" + ], + "prepared_review_unit_hash": "bf10eb3b404474bfc30ae836bd6b4d013105e2481f07282a42617c5abeb9e0a0", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share broad subsystem words at best, but not the same underlying bug or fix. I would reject all proposed duplicates and treat the issues as separate reports.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs in different areas: LlamaConfig head_dim validation vs Swin2SR image padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but one is a leaf-directory path collision and the other is a FileNotFoundError on cache load." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing-token decode crash is unrelated to RT-DETR feature-level mismatch in forward()." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error and cache seq-length device-tensor arithmetic are unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing bug is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate decoder mask bug and output-embedding reinitialization after resize are separate code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Generic non-persistent buffer junk in v5.0.0 is not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import and Qwen3.5 chat crash do not describe the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning for num_return_sequences is unrelated to Whisper align_special_tokens generation failure." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "These are both Python-version issues, but one is a package compatibility regression and the other is a JIT parsing/IndentationError in a model file." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as serve KV-cache continuation tensor-indexing crash." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input and Sam3LiteText memory overflow are different failures." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile+SDPA model failure is unrelated to local dataset loading in the image classification script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init enforcement and strict config loading for granite_speech are distinct config issues." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and category-count overflow have no shared underlying cause." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to dataset loading in a training script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/processor problems." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as the stale paged-generate warning." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but Qwen2.5-VL vision_position_ids and SmolVLM padding are separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs-example errors are unrelated to the local dataset loading failure." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual-encoder save keys are different save/merge bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in GraniteSpeech and Sam3LiteText auto_mappings arise from different code changes." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT label reduction bug and Swin2SR over-padding are different image-processor issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3, but video-model OOM and Sam3LiteText memory overflow are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 38, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46489", + "issue:46506", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "833682d4c85c4e4c476018b52f8b99a1e7678240916f037144bb335a8f7db346", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36200, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and not a duplicate cluster. I only see one plausible duplicate pair: the DeepSeek tokenizer regression reports. The rest are distinct bugs across different models, APIs, or packaging paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46489 is the most specific and actionable report in the only clear duplicate pair; it narrows the DeepSeek tokenizer regression to DeepSeek-Coder v1 and explicitly links it to a gap in PR #44801's fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most active and broadly referenced issue in the set, with wider multimodal chat-template impact and stronger representative value than the other isolated model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same DeepSeek tokenizer regression on transformers v5+; 46489 is a more specific restatement of the same bug and references the prior fix gap." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different code paths: processor/tokenizer multimodal regression vs Gemma4 embedding-resize propagation bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call/no-content handling and the other is empty-list input; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error vs transformers serve KV-cache continuation tensor indexing; unrelated failures." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU allocation bug and Fuyu's bare-except error swallowing are unrelated code-path issues." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer file resolution vs list_repo_files revision forwarding; different APIs and failure modes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat handling, but one is assistant mask generation and the other is vision_position_ids; different concrete bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize state propagation vs Whisper empty-transcription generation failure; not the same underlying issue." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are separate dependency problems." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting bug and Bart generate UnboundLocalError are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache in v5 chunked_prefill and the other is device-tensor seq_length arithmetic on non-CUDA static cache." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision vs missing import_utils symbol; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-load failures for GLM-4.7-Flash and Phi-4-multimodal; no shared bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access may be related at a high level, but they are not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4-multimodal load failure vs auto_mappings CI break from removed Sam3LiteText references; different failures." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code config field loss vs unrecognized model/config.json error; different config-loading bugs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test instability is unrelated to Phi-4-multimodal loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-parameter JSON list handling are distinct validation bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend selection for torch extras vs a generic dependency issue; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export from a submodule and missing top-level AutoImageProcessor import are different missing-symbol issues." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 tied-weight bug vs Qwen3.5 save_pretrained regression; different models and code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: default subconfig initialization vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Image-processor import error vs missing layer_type_validation export; unrelated symbols." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Distributed broadcast NoneType error and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer position_ids access bug vs CPU/CUDA numerical divergence in PPDocLayoutV3; different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The DeepSeek tokenizer pair (44779/46489) is the only clearly supported duplicate-like pair, and the other rejected pairs are explained with concrete differences rather than broad similarity claims. The representative issue choice is also defensible from the activity/reference signals in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 39, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:45083|issue:46506", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368" + ], + "prepared_review_unit_hash": "5caf2b7ffe43381b4b4b9383f556ff1b097663011dbf3139b11e55dc751e760f", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers issues rather than one duplicate family. None of the soft pairs look like the same underlying bug/change, so all should be rejected; `issue:44521` is the best representative anchor because it has the strongest user-impact signal and references.", + "confidence": 0.84, + "canonical_issue_reason": "`issue:44521` is the clearest high-signal item in the set: an active multimodal `apply_chat_template` regression with multiple inbound references and discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44521` is the best cluster anchor because it is well-discussed, externally referenced, and represents a concrete, user-facing bug more cleanly than the other scattered issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs and code paths: Qwen3-MoE `sliding_window` behavior vs stale `auto_mappings` entries for Sam3LiteText." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Unrelated issues: video-classification processor lookup vs a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is chunked-prefill `GenerationMixin` cache absence and the other is `max_cache_length` handling for quantized cache only." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No shared underlying bug: one is a placeholder/data request, the other is a specific fbank feature extraction error." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: Python version compatibility vs loading a specific model repository." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax issue and audio feature-extraction bug are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Separate regressions: processor/tokenizer multimodal behavior vs `resize_token_embeddings` not updating decoder embeddings." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is save/export of dequantized weights and the other is a FlashAttention runtime failure." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 Omni MoE helper output lengths vs PPDocLayoutV3 CPU/CUDA mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are in flex_attention, but one is compiled flex_attention failing on torch>=2.9 and the other is a version-check/import bug for AuxRequest." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction bug vs documentation mismatch for text-classification pipeline behavior." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different model/runtime behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "No duplicate signal: Python support regression vs a generic dependency issue report." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Distinct problems: unrecognized model config vs image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch in text classification is unrelated to model-config loading failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache semantics bug and ANSI-color logging bug are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Different areas: janus image-generation test failure vs cache length configuration behavior." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model type vs composite Qwen config unwrapping are separate loading issues." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention problems: Ministral-3 FlashAttention failure vs sink-less-model `s_aux=None` crash." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is missing `Qwen2_5_VLForConditionalGeneration` export and the other is a nonexistent `image_utils` import." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Different bug classes: multimodal assistant-mask generation vs long-context FA2 performance regression." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and SAM3 LiteText memory overflow are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Different pipeline failures: QA span decoding top-k bounds vs empty-list chat-template crash." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs torch 2.4.1 incompatibility are not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Separate regressions: Qwen3VL MoE loading vs incorrect checkpoint saving for Qwen3.5 since 5.4.0." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: token-embedding resize propagation vs Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model/config issues: LlamaConfig head_dim validation vs `apply_rotary_pos_emb` registration crash under `use_kernels=True`." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency issue report and unreleased PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor/tokenizer multimodal access vs Deepseek tokenizer output changes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer argument handling and Qwen3.5 tie-word-embeddings warnings 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": 24, + "review_unit_index": 40, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:43299|issue:43854", + "issue:44466|issue:45276", + "issue:44242|issue:45200", + "issue:43653|issue:45593", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:44462|issue:45081", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:45103|issue:45372", + "issue:44623|issue:44749" + ], + "prepared_review_unit_hash": "a0c3c88cc3dbefa8f11238f7d9e58205689d1e7d2715d53f00dd116fb5bb0e6e", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35009, + "estimated_input_tokens": 8753, + "estimated_eval_tokens": 17762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated transformer bugs across models, tokenizers, saving/loading, pipelines, and CI. None of the soft-paired issues look like the same underlying defect, so all candidate duplicate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items span distinct model families and failure modes (tokenization, loading, serialization, pipelines, docs, CI, and optimizer behavior).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue fits this cluster; there is no one bug that subsumes the others, and the titles/body themes are too heterogeneous for duplicate consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; both are docs-related but describe different APIs and failures." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim validation vs from_config dtype/config drift are different configuration bugs with different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility failure vs PEFT minimum-version bump are unrelated dependency issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype not propagating vs Qwen3.5 save_pretrained regression are separate model-specific serialization/dtype bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import error and many import errors after upgrade are too broad to be the same concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the placeholder title \"ADD THE DATA\"; no shared bug is evident." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 visual encoder save keys are distinct model regressions." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer incorrect results and Granite tokenizer IDs are different tokenizer implementations with different failure modes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug vs remote_code regressions affect different loading paths and mechanisms." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4 pad_token_id AttributeError are separate config-class bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are unrelated model/load regressions." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization inconsistency and Gemma4 resize_token_embeddings behavior are different weight-saving vs resizing issues." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary losses are unrelated tokenizer vs model-loss bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "\"ADD THE DATA\" is not a concrete technical report and does not match FP8 inference on B200." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification image-processor lookup and Gemma4 PLE device mismatch are different pipeline/model runtime issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crash are different tokenizer loading bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend error are unrelated environment/package issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated; one is documentation content, the other a model init API regression." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior do not share the same code path or bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 long OCR index error are model-specific runtime bugs, not duplicates." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM in deepspeed and optimizer.step() called twice in deepspeed are different optimizer integration problems." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files missing revision forwarding are unrelated utility/load issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are separate quantization pipeline bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and Gemma 4 processor ImportError are unrelated reflection/import issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and Chinese performance regression after upgrade are different save-vs-runtime concerns." + } + ] + }, + "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": 24, + "review_unit_index": 41, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44336|issue:46851", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:43441|issue:44683", + "issue:43525|issue:43881", + "issue:45542|issue:45800", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:45561|issue:45563", + "issue:46399|issue:46851", + "issue:45103|issue:46399", + "issue:45072|issue:46829" + ], + "prepared_review_unit_hash": "f092c5414a7feccf3f8526018fef0aad8165f4f4e20b703aad9709d4109c4b0b", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36983, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly cross-topic and should not be deduped. None of the candidate pairs look like the same underlying bug or change. issue:46851 is only the densest hub, not a true canonical duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No true duplicate canonical stands out; issue:46851 is just the most connected hub among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46851 is the least-bad representative only because it appears in the most soft links, but the cluster is too mixed to treat it as a real duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in loading_report and a Qwen3.5 position_ids bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model-specific bugs in unrelated code paths: MLA config eps vs GlmMoeDsaIndexer split handling." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch mappings/dummy-class cleanup, but one is removed Sam3LiteText configs and the other is leftover dummy PT classes; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but CPU offload incompatibility is a different failure mode from variable-length position_ids handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend installation for TensorFlow vs Python version compatibility are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and Gemma-4 zero3 from_pretrained are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: CamemBERT MLM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are not the same code-path problem." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores and intermittent import slowness are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill and CLIPVisionModel hidden_states are unrelated regressions." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL symbol import and Python version support are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but one is a Ministral FlashAttention failure and the other is a torch>=2.9 flex_attention issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing Llama4Config field and glm-4v-9b loading failure are different problems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels integration, but one is import-time dependency validation and the other is a Qwen3.5 rotary registration crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel branching on torch.compile and ANSI escape leakage are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video processor padding bug and missing image-processor backend error are different processor issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code leakage and a wrong docstring are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A model-specific missing config attribute is not the same as generic missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen position_ids-related, but Qwen2.5-VL temporal scaling and Qwen3.5 variable-length inputs are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version support are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TensorFlow backend installation are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma-4 from_pretrained are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model config are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen families and different helpers; feat-extract lengths is not the same as variable-length position_ids." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race and stale generation warning are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernels registration crash and variable-length position_ids are distinct failures." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling and Qwen3.5 kernels registration are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch and VideoPrism hidden_states mixup 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": 24, + "review_unit_index": 42, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46851" + ], + "soft_pairs": [ + "issue:46614|issue:46665", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:45859|issue:46399" + ], + "prepared_review_unit_hash": "890601b17368db2632d36526ed282a05ec0d155313fa7c6d3ca396b61a323e7a", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct, model-specific bug reports rather than true duplicates. The only broadly central item is the modeling_utils/sys.modules issue; the rest are too different in model family, code path, or failure mode to merge.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45003 is the most central and broadly applicable bug here, touching core modeling/loading internals and linking to multiple other loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best representative for the cluster because it is the broadest core-path bug and has the strongest connectivity among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs from_pretrained behavior inside Python classes; different subsystems and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error vs empty-chat-template IndexError; unrelated code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and loss code paths: router/load-balancing loss vs D-FINE auxiliary losses." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE loading regressions, but one is LoRA hf4\u2194hf5 compatibility and the other is Qwen3VL-MoE loading; not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs Qwen3.5 chat crash; distinct failures." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access issue vs Gemma-4 Zero3 from_pretrained problem; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux handling vs variable-length position_ids; different bugs." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing loss omission is unrelated to Gemma eos_token_id configuration inconsistency." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission in loading_report vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules safety in modeling_utils vs TimesFM window_size AttributeError; different code paths." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to apply_chat_template empty-list crash." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA bug vs CPU/CUDA output mismatch; different model/runtime issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression vs resize_token_embeddings not updating output embeddings; distinct failures." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Import-export issue for Qwen2.5 VL image processor vs missing huggingface_hub symbol; different missing names/modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2.5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection bug vs _torch_extract_fbank_features issue; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch in TextClassificationPipeline vs modeling_utils import safety; not a duplicate." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs DeepSpeed ZeRO3 deque error; different DeepSpeed bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core import safety bug vs pytest-xdist captured_info.txt race; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but Qwen3OmniMoe parsing and SmolVLM padding calculation are different concrete processor bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading for Olmo-Hybrid is not the sys.modules access issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma-4 mm_token_type_ids defaulting; unrelated model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but for different models and different processor logic." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig vs from_config not unwrapping text_config; distinct Qwen3.5 config issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default vs import-time slowdown; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer/position_ids error vs post-upgrade filtering slowdown; different bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in rotary embedding vs missing decorator for apply_rotary_pos_emb registration; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 43, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46726", + "issue:46832", + "issue:46851" + ], + "soft_pairs": [ + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:44623|issue:46726", + "issue:44466|issue:45335", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44987|issue:45459", + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44479|issue:46170", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:46170|issue:46832", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "70c47c8e26e186ad3845851bc48924adb55968ec94159ef05129ab35b7d04ae8", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35851, + "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 heterogeneous. The soft-similarity pairs share broad themes like config loading, tied embeddings, SAM3, RT-DETR, Qwen, and DeepSpeed, but they do not look like the same concrete bug/change. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs, and the soft pairs are mostly topical overlaps rather than true duplicates.", + "canonical_pr_reason": "No PRs present in this cluster.", + "best_issue_reason": "If a representative must be chosen, issue 45292 is the broadest concrete report in the small embedding-resize/tied-weights subtheme, but it still does not represent the cluster as a whole.", + "best_pr_reason": "No PRs present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same model family (SAM3) but different failures: missing encoder output attribute vs memory overflow." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Both are model-training bugs, but they affect different code paths and loss implementations." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque crash and stale auto_mappings references are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but one is a load failure and the other is a missing field being dropped; not enough to treat as the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and embedding resize propagation are different problems." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and DeepSpeed/BertModel index error are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor files and AutoProcessor backend-missing errors are separate issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights depends on device, while this is a resize propagation bug in T5Gemma." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are distinct." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLFlow job-state reporting are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer protobuf exception masking are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention unsupported error; the other is just a generic Flash Attention topic." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue and ESM2 breakage are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and Windows/ROCm distributed import failure are different problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning and Qwen3.5 flash-attention generation failure are separate issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and mask pipeline batching are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failures." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer step under deepspeed are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Platform import/type errors and RT-DETR forward shape issues are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and wrong model-type warning are distinct SAM3 issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing SAM3 vision encoder output attribute and Qwen3OmniMoe video processing error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm import failures do not share a concrete code path." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaults are different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning and stale num_return_sequences warning in paged generate() are unrelated warning 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": 24, + "review_unit_index": 44, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44995", + "issue:45103", + "issue:45375", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:46858" + ], + "soft_pairs": [ + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:46829|issue:46858", + "issue:43906|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43761|issue:44242", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:43232|issue:43673", + "issue:43475|issue:43643", + "issue:43986|issue:46726", + "issue:44188|issue:46851", + "issue:43475|issue:46821" + ], + "prepared_review_unit_hash": "0333a17b06d7be38b9b502a74f797bc4ddae7ad2887dc3b9c006761b98d3fc82", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36006, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of unrelated Transformers v5 regressions; the soft links are generally theme-similar but not duplicate-level. The only likely duplicate pair is the Qwen3.5 MoE config/load failure reports.", + "confidence": 0.87, + "canonical_issue_reason": "`issue:45375` is the most root-cause-oriented report: it names the missing `deepstack_visual_indexes` field being dropped by `@strict`, which plausibly explains the broader Qwen3.5 MoE loading failure seen in `issue:45478`.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45375` is the most actionable and specific issue in the cluster, with a concrete schema/config defect rather than only the downstream `from_pretrained` symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer loading and the other is model accuracy; no shared concrete bug path." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache return-type bug vs LlamaConfig validation bug; different code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie-word-embeddings warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different failures in different subsystems: attention-kernel branching vs Gemma tokenizer roundtrip." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions request rejection is not the same bug as Gemma pipeline token roundtrip failure." + }, + { + "left": "issue:46829", + "right": "issue:46858", + "accept": false, + "reason": "One is a VideoPrism output field mixup; the other is cache sequence-length tensor arithmetic on static cache." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass and flash-attention crash on `s_aux=None` are different defects." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compile/cache behavior, but the concrete bug is different: divergent kernels vs spurious recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int failure is unrelated to missing chat template handling in processor loading." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling and cache sequence-length tensor behavior have no shared code path." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is tokenizer_class metadata mismatch and the other is missing processor files." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 bad outputs via AutoModel/pipeline and missing vision-backend processor handling are different issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss gating are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data filtering slowdown and a duplicated optimizer step with deepspeed are different failures." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and performance slowdown after upgrade are not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom model initialization breakage and an ESM2-specific regression are too different to dedupe." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save artifacts and double optimizer stepping are completely different problems." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and empty-list chat template IndexError do not share a concrete code path." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different serialization/loading bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These look like the same Qwen3.5 MoE loading bug: one identifies the missing config field/root cause, the other reports the resulting `from_pretrained` error." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache during chunked prefill are separate generation-path issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder attribute missing and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor and unrecognized image processor handling are different missing-backend problems." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel branching under compile and Qwen3.5 variable-length position_ids are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder attribute error and TimesFM window_size attribute error are unrelated model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are consistently conservative. The only accepted duplicate pair, issue:45375 / issue:45478, is the one most plausibly tied to the same Qwen3.5 MoE config/load bug, and the rest are reasonably marked non-duplicates rather than over-merged." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 45, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43278", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46832", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:39692|issue:46726", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:46463|issue:46877", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:44242|issue:46832", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:43278|issue:45137", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "37fc54b9417755db751c4f6adbd9e675e0ac0f6cc4ef9b7f8b42bbd4e90d1baf", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated bugs across imports, tokenizer behavior, quantization, docs, and model-specific failures. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the earlier, more detailed report of the same Qwen3ForCausalLM VRAM leak with multiple dataloader threads; issue:43704 repeats the same title and bug with less context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue representative because it is the clearer, earlier report for the one confirmed duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both involve loading problems, but one is a missing PyTorch import error and the other is a Sentence Transformers hang; different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and likely different root causes." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A SigLIP2 doc example mismatch/quantization failure is not the same underlying issue as an AutoProcessor backend-missing error." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Multimodal model loading and a DeepSpeed ZeRO3 deque error are unrelated code paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5/MoE, but one is a from_pretrained failure and the other is a missing config field; not enough evidence of the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a Gemma-4 Zero3 from_pretrained issue do not clearly share the same failure path." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "An incorrect T5 validation error message and an auto_docstring import-time stdout diagnostic are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-adjacent, but Whisper timestamp decoding and Kimi-K2.5 codec/regex regression are distinct bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe Transformers v5 compatibility and missing processor.save_pretrained files are different issues." + }, + { + "left": "issue:44242", + "right": "issue:46832", + "accept": false, + "reason": "MoE load-balancing loss logic and RT-DETR feature-level shape handling are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring problem and a variable-length position_ids bug are not the same underlying issue." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and a Llama4Config pad_token_id attribute error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are not the same bug or change." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate tokenizer issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and a Gemma pipeline roundtrip failure are different problems." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "An import-time NameError in sentence-transformers and a Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallelism output correctness are different problems." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "A CUDA/AMP crash in LwDetrImageLoss is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss handling and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a Qwen3.5 infinite loop on a specific image are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports with no shared root cause shown." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; this is a clear duplicate pair." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/model loading, but one is broad v5 compatibility and the other is a specific MoE from_pretrained error." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip tokenizer behavior and image-text-to-text pipeline failure are distinct problems." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift between train/eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained error are distinct issues." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import failures: GenerationMixin missing from transformers.generation versus AutoImageProcessor missing from transformers." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation and FP8 save_pretrained failure are both FP8-related but not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment for issue:42673 vs issue:43704 is grounded, but the rationale overstates the packet by calling issue:42673 a \u201cstill-open\u201d duplicate target; the packet shows both issues are closed. Please keep that claim conservative. The rest of the summary is broadly reasonable, but this unsupported status claim is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44295", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44625|issue:46877", + "issue:44016|issue:46231", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:42222|issue:45200", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656" + ], + "prepared_review_unit_hash": "152c2d6c13482c3c1913c76d642387db24e8d7c9adc26128fc5140e9ca67a96e", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37238, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, but the only recurring theme is tokenizer/v5 regression reports. No soft pair looks like the same concrete bug or change, so all candidate duplicates are rejected. Issue 42898 is the best representative because it is the broadest tokenizer-v5 regression report and sits closest to several other tokenizer-related items.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42898 is the most central representative of the recurring tokenizer/v5 regression theme and has the broadest scope among the clustered issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 best fits as the cluster representative because it is a general tokenizer behavior regression in v5, which is the closest shared thread across several nearby issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs after sync_gpus is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy preset-loading bug is unrelated to the pytest-xdist captured_info race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Testing-utils file races and auto_mappings config references are different failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging and an image_utils import issue are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config handling is unrelated to the testing-utils race." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A version pin problem is unrelated to doc-lint output at import time." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an image_utils import error do not match." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to Deepspeed Adafactor OOMs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang and embedding reinitialization in post_init are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean-up-space behavior and the other is special-token insertion; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend packaging is unrelated to leftover dummy PT classes." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to the VideoPrism output field mix-up." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Causal attention masking and batch finalization in MaskGenerationPipeline are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor files on save and a Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization defaults are unrelated to Whisper word timestamp decoding." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leakage in multi-threaded loading is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to docstring lint output at import time." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are different problems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading in v5 and missing BOS/EOS insertion are distinct tokenizer failures." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but they affect different models and behaviors, so they are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Deepseek tokenization corruption and clean_up_tokenization_spaces behavior changes are different tokenizer regressions." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch counting support and remote-code meta-init incompatibility are different multimodal loading bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 token type defaults are different model-specific bugs." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLM-Roberta Flash Attention support and MLflow failure reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job reporting and Llama 3.2 model-loading regression are different issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer clean-up behavior and processor.tokenizer/image passing regression are not the same code-path problem." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec-handling regression is distinct from the clean_up_tokenization_spaces change." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and Deepspeed double optimizer step 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": 24, + "review_unit_index": 47, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710", + "issue:46762" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:44060|issue:45125", + "issue:30333|issue:35141", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:44190|issue:46082", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:43475|issue:46305", + "issue:46305|issue:46655" + ], + "prepared_review_unit_hash": "46a564262670164b74b0f5a732c5be5a8d3b8f99ee2298f86fb6ab706a961c66", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose set of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so all candidate merges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label classification empty outputs vs local dataset loading." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different bugs: incorrect tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to embedding reinitialization during post-init." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump issue is unrelated to leftover dummy classes leaking into imports/check_repo." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/moe behavior is unrelated to tokenizer_class metadata mismatch." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx missing module is unrelated to AutoModel requiring PyTorch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args not used is a runtime bug; the other is a docstring parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects cleanup are different import problems." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation choice is unrelated to Minimax attention numerical drift." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata bug is unrelated to Deepspeed optimizer step being called twice." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Specific BPE marker handling bug is not the same as a generic AutoTokenizer loading issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained for MoE and processor artifact saving are different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to non-persistent buffer filling in v5." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error is unrelated to AttentionInterface.register semantics." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages: transformers symbol vs huggingface_hub symbol." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is not the same as a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration behavior is unrelated to a DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained issue has nothing to do with max_shard_size defaults." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading failure and Qwen3.5 flash-attention generation bug are different problems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change across versions is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split return values are unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to cache max_cache_length handling." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation bookkeeping bug is unrelated to Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute is unrelated to MoonshineStreaming off-by-one masking." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Sliding-window off-by-one and video padding calculation are different bugs, not one shared fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 48, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44945", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:44279|issue:46328", + "issue:42831|issue:45310", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:45381|issue:46305", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:44483|issue:45406", + "issue:43644|issue:46305", + "issue:22355|issue:27957", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945" + ], + "prepared_review_unit_hash": "d97b7cb674e84e340373f36c8e9c7a30745df953b73977f585de659091f9860d", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "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 issues: tokenizer regressions, import failures, save/load bugs, multimodal model quirks, and a few generation/attention problems. The overlaps are mostly superficial, so I don\u2019t see a true duplicate pair to merge.", + "confidence": 0.39, + "canonical_issue_reason": "No clear duplicate emerges; issue 45278 is the broadest umbrella-style report in the set, so it is the least-bad representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most generally phrased, high-level regression report and best fits as a cluster representative, though the cluster is too heterogeneous for a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different code paths: buffer/position_ids reading vs processor save_pretrained file emission." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad subsystem (DSA indexer) but distinct bugs: torch.split return values vs missing ReLU." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer bug vs docstring issue; no shared underlying defect." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated problems: loading hang in sentence transformers vs zero probabilities in a vision-language model." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue vs performance bug in SequenceFeatureExtractor.pad; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different areas and symptoms: FP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern saving quantized/dequantized models, but the model states/backends differ enough that this is not clearly the same concrete bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old remote-code checkpoints vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and code paths: Qwen2.5-VL video position_ids vs Moonshine streaming mask off-by-one." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "FlashAttention-3 training degeneration is not the same as NaNs in classification head init." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision discussion vs remote-code meta-init incompatibility; unrelated defects." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Serve/API request handling crash vs processor missing _tokenizer attribute; different failures." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization corruption vs sliding-window mask off-by-one; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import failure vs Flash Attention 2 with XLM-Roberta; no shared bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are different issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different affected features." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A warning about sam3_video/sam3_tracker mismatch is not the same as text encoder weights not loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression vs infinite loop on a specific image; unrelated symptoms and code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX module import vs tokenizer spacing after added token; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS addition)." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs tokenizer decoder type mismatch in v5; not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 issue vs loading hang; no concrete overlap." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific huggingface_hub import symbol removal vs broad import failures after upgrade; related theme but not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading vs quantized model save failure are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs a docstring issue; clearly unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type mismatch warning vs memory overflow in sam3-litetext; different failures." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer-specific BPE marker handling vs version-to-version tokenization differences; too broad and not clearly the same defect." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads; different underlying problems." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall in one model setup vs MacOS bus error in another; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized save/dequantize failure vs pipeline-parallelism output corruption; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 49, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:39401|issue:44488", + "issue:46172|issue:46762", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43116|issue:45200", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "5c50af197bfa1fd1c1d83b984cbf61e484309fb925ad06dc82a20cc82ccf7e31", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36955, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft-similarity pairs mostly share only broad subsystem or version context, not the same concrete bug. I reject all candidate duplicate edges.", + "confidence": 0.82, + "canonical_issue_reason": "If one issue must serve as the representative, issue:44521 is the best stand-in because it has the strongest engagement signal and is a clear user-facing regression report with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44521 is the most actionable representative in this set: open, high-discussion, and tied to a reproducible API bug rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command vs sentence-transformers import NameError; unrelated symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs GlmMoeDsaIndexer split behavior; different subsystems." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error vs tokenizer save metadata mismatch; different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs loading a specific model; unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model/numerical issues (DeepSeek vs Minimax); not the same code path." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized save failure vs Phi-4 multimodal load failure; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs pipeline parallel output bug; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer dropping vs tied-weights warning; different architecture bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None vs AutoProcessor kwargs propagation; different from_pretrained plumbing." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/dequantization bug vs invalid GenerationConfig; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs removed Sam3LiteText config references; different import failures." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing AutoImageProcessor export vs broad import-errors-after-upgrade report; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs propagation vs chat template crash on tool-call assistant messages; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "offset_mapping regression vs multimodal assistant_masks bug; different tokenizer issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation vs flash_attention_3 degenerate training; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; different model internals." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "sam3_video/model-type warning vs missing fpn_position_embeddings attribute; different SAM3Video issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenization-version regression vs multimodal assistant_masks bug; not the same failure." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenization regression vs continue_final_message bug in mistral_common tokenizer; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue vs tokenizer save metadata mismatch; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-save bug vs gguf_file loading bug; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load issue vs position_ids buffer read error; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained checkpoint regression vs from_pretrained error; related family but different concrete bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import error vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping bug vs stale phonemizer backend state; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load issue vs FP8 save_pretrained bug; different model lifecycle problems." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification example empty results vs Gemma4 mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VL export vs missing HybridCache export; both import errors but different symbols and fixes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenization-version regression vs DeepSeek tokenizer regression; different model/tokenizer bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing huggingface_hub symbol vs missing transformers symbol; unrelated import failures." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs classification example issue; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype mismatch in evaluate vs wrong output under pipeline parallelism; different execution 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": 24, + "review_unit_index": 50, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44355|issue:46231", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:44995|issue:46697", + "issue:46614|issue:46752" + ], + "prepared_review_unit_hash": "c27f305500e185762585ded02d1fa1ffa4c1f41013389bd90a972b3204e55497", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs/regressions, not a duplicate set. The only weakly adjacent items are a few v5/load/save/import regressions, but the pairwise evidence is still too broad to merge confidently.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: it describes widespread import failures after upgrading to Transformers 5.5.0, which is the closest fit for a representative issue in this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it captures a broad upgrade-related regression and can subsume some nearby import/load failures better than the more model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: missing module import vs. LayoutLMv3 error-message clarity." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: backend extra installation issue vs. Python 3.14 import/load failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model bugs: SigLIP2 implementation mismatch vs. Qwen3_5 infinite loop on an image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation typo vs. import-time stdout diagnostics; not the same underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel branching bug vs. feature extractor padding performance issue." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same family (GLM-5) but different code paths: GenerationConfig validation vs. RoPE implementation." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs. stale phonemizer backend state; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Related only by upgrade/import symptoms; one is a specific ImportError, the other is a broad report of many import errors." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they describe different concrete failures and code paths." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading regression from base_model_prefix vs. NaNs in classification heads; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same Qwen/MoE area, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output issue vs. SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs. incorrect PyTorch version check in flex_attention; different bugs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution error vs. a docstring parameter-name mismatch; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs. dtype mismatch in other models; different code paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not enough to treat as the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug vs. NaNs in classification heads; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "Backend/install packaging issue vs. missing image-processor method; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length helper behavior vs. flex_attention version gating; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern model output fields, but they affect different outputs and models." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification behavior vs. pipeline translation-task error messaging; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained-related code, but one is missing weights and the other is kwarg forwarding in AutoProcessor; different issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs. trainer evaluate-after-train failure; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs. model accuracy regression; too broad to merge." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for Flash Attention 2 support vs. a separate Flash Attention 2 issue; not the same concrete change/bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical/model-internal bugs: torch.split return handling vs. attention output differences." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash vs. Swin2SR over-padding; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Tokenizer phonemizer state bug vs. empty-list chat-template crash; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 51, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:42222|issue:43441", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:45362|issue:46328" + ], + "prepared_review_unit_hash": "9f96403bdaae4050e58641fc2e14ea0f51d58e42fe6d03e4905ba5628739cb24", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36697, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers bug reports, with several tokenizer/v5-regression items but no true duplicate pairs among the soft edges. The best representative issue is the broad v5 tokenization regression report, issue 43122.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43122 is the most general, model-agnostic tokenizer regression report in the set and has inbound references, making it the best canonical issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 best captures the shared theme of v4-to-v5 tokenization regressions without being tied to a single model or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are unrelated code paths." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to Minimax attention numerical drift." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() and a flex_attention version check are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and chunked-prefill cache absence are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer bugs, but different models and symptoms, not one concrete defect." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 inference is unrelated to Ministral BPE marker handling." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are separate generation issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling and Gemma4 bidirectional masking are different attention bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec regression and Wav2Vec2 phonemizer state leakage are different subsystems." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in Qwen3 threads and SmolVLM video padding are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose breakage and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights arg and PretrainedConfig type-checking breakage are distinct failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version pinning and flex_attention version gating are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback and flash_attention aux handling are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs on checkout/init are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and concrete behavior." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig typing regression and stale config dtype after from_config are different issues." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug and SequenceFeatureExtractor padding slowdown are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Patched testing_utils bug and xdist file race are different testing failures." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug and AutoProcessor missing torchvision crash are distinct problems." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback and Mistral regex patch crash are unrelated tokenizer internals." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3 model-type warning and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and failure modes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression and noisy logging message are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel execution failure and testing-utils bug are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor padding slowdown 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": 24, + "review_unit_index": 52, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:44484|issue:45310", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341" + ], + "prepared_review_unit_hash": "8cfea959c8f1ea0c9c83806adbdf0617c852f0a36ced2adcdb5348c21b8d1ee1", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36446, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5/v5.4/v5.5 regressions across imports, tokenization, model loading, and backend behavior. None of the soft pairs look like true duplicates on the available evidence; the broad upgrade-related import-regression report is the best umbrella issue.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: it describes many import errors after a version upgrade, which matches the cluster\u2019s strongest recurring theme better than any model-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it captures a common cross-cutting regression class (post-upgrade import breakage) that plausibly covers several nearby reports, even though the overall cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: shard-size default behavior vs a Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a tensorflow_text backend registry error are unrelated failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading strictness vs a documentation parameter-name typo." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an rms_norm_eps precision bug are not the same code-path problem." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig handling is distinct from missing model_type in config.json." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8/B200 inference support are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections is a model-architecture issue, not the same as Qwen3.5-MoE loading failure." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 configuration behavior and cache FileNotFoundError are different problems." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "RMS norm epsilon precision drift is not the same as Minimax MSA numerical differences." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific missing image_utils import while the other is a broad upgrade regression report." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error from configuration_utils and a fbank feature extraction bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD arguments and duplicate optimizer stepping are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete symptoms differ too much to treat as the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are separate GLM issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are not the same failure." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug do not share the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are distinct API regressions." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage is unrelated to the undefined TensorFlow backend caused by tensorboard-only installs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regressions and backend-install detection are separate issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "General chat/completions rejection and Qwen3.5-0.8B streaming failure are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior and Qwen3.5-MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and rms_norm_eps precision mismatch are different multimodal/model bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA missing ReLU and a deepseek-v4 transpose/dtype issue are not the same code path." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return handling and deepseek-v4 tensor transpose logic are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 warning and Blip2 dtype propagation bug are distinct precision issues." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support issues for different models are not duplicates without a shared concrete failure mode." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe loading issues are model-specific but not the same defect." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral FlashAttention failure and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie removal and gguf_file/from_pretrained loading breakage are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access safety and a testing_utils bug are different defects." + } + ] + }, + "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": 24, + "review_unit_index": 53, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44936", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421" + ], + "prepared_review_unit_hash": "972a314753d13ed3da2acfb5d1a3db4d9ad6a2954b9753283499d0b27896078c", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35640, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated bugs across imports, model configs, trainer behavior, processors, and cache paths, so there is no safe duplicate merge candidate.", + "confidence": 0.98, + "canonical_issue_reason": "No strong canonical issue: the items do not share one underlying bug; they are only textually similar in broad areas like loading, cache, or model-specific errors.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for a duplicate cluster; if one had to be picked for clarity, issue 43986 is the most well-scoped standalone report, but it is not representative of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems and symptoms: AutoProcessor/torchvision crash vs a testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-specific, but one is a missing config epsilon in MLA and the other is GLM-5 RoPE behavior; not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen3_5 infinite loop on an image vs SAM text model memory overflow." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a specific model load failure; not one code-path bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated GLM issues: missing image-patch API vs torch.split return-value handling." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils issue." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek bugs in different implementation areas; not mergeable as one fix." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache initialization during chunked prefill is unrelated to the mask pipeline partial-batch drop." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag and a flash_attention crash are different problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3, but one is missing attention projections and the other is a config field dropped by strict handling." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "A generic transformers/Qwen3-VL-Moe bug is not the same as a missing projection-layer bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different optional-dependency import crashes affecting different processors and packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel application with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed embedding-tie flag and a quantization save/load regression are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor dependency handling is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to logging noise." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek complaints: a tensor conversion/transposition bug vs an accuracy regression." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but for different transformer symbols and different underlying API removals." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie-embeddings behavior and quantization offloading are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning and a window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions are unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage is not the same as missing embed_tokens weights on load." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() after train and an import conflict with datasets are different issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Kwargs forwarding to cached_file is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." + } + ] + }, + "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": 24, + "review_unit_index": 54, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "dfcb73a118ff9da244330d2595f3374d4881392f5bbfec6047d33d7354501d85", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36220, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "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 that share broad regression or import-error wording, but the concrete failure modes differ. None of the soft pairs look like true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44380 is the most connected node in the soft-pair graph and is a concrete, reproducible code-path bug around attention backends, making it the best representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the most actionable standalone report in the set and the closest thing to a hub, so it is the best issue to keep as the representative tracker for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failure classes: Python 3.14 import/load issue vs a tensorflow_text backend validation error." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "One is an AutoProcessor/torchvision crash; the other is a tokenizer mapping None-handling bug. Not the same code path." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained. Different objects and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to a Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task support error vs saving Pipeline objects; unrelated behavior." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is repo hygiene/dummy class leakage; right is a noisy log message. Not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile+SDPA failure; different models and defects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a model-specific torch.compile SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Warning emitted during compile vs repeated tie_word_embeddings warning in a LoRA fine-tuning workflow; not the same issue." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight on load is unrelated to max_shard_size default behavior during save_pretrained." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type regression and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support error for NemotronH vs a Python-version compatibility report; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention support and GPT2 attention scaling in SDPA/FlashAttention are different model-specific bugs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed API warning/behavior change vs a noisy logging message; no shared underlying defect." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage and a DeepSeek tensor transpose issue are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention code, but one is GPT2 attention scaling config being ignored and the other is AttentionInterface.register changing callback behavior; different code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure vs Trainer import affected by datasets; unrelated subsystems." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe issue vs Qwen3.5 MoE from_pretrained error; similar model family, but different operation and failure." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError have nothing in common." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored in backends is unrelated to degenerate zero loss in sequence classification with num_labels=1." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend dependency packaging issue vs Trainer import conflict with datasets; different causes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling config loss under SDPA/FlashAttention." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Two separate import errors for different symbols/packages; not the same missing-export bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash warning and bfloat16 compile warning are unrelated warnings." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated model/processor bugs." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection and Qwen2_5_VLProcessor batching crash are different request-handling paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression and GPT2 attention scaling being ignored are different attention-related defects." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import symbol from configuration_utils is unrelated to local_files_only still triggering API requests." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and fp8 inference support are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Missing attentions field and hidden_states=None despite output_hidden_states=True are distinct output-regression 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": 24, + "review_unit_index": 55, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:45290", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375" + ], + "prepared_review_unit_hash": "23b35ecd078753f21f06637d14a3cae18e6d4a19e9d3bd2d7b2414c25600d2c5", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated regressions in model configs, serialization, import-time failures, and runtime behavior. All soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45216 is the cleanest representative anchor: it is a concrete, version-bounded regression with a specific save_pretrained checkpoint failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best single issue to anchor discussion because it is well-scoped, reproducible, and explicitly tied to a release regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 layer-dropping and the other is GLM-5 implementation discussion; different bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save_pretrained, but one is quantized-model saving and the other is Pipeline serialization; different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL load regression vs generic sorted-state_dict loading failure; same broad area, different root causes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 bugs, but one is embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "num_labels propagation bug vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors vs import-time docstring lint output; unrelated failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing config attribute in Gemma3 vs missing output field in SAM 3 Video; different models and attributes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different missing symbols and different dependency breakages." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support error vs invalid GenerationConfig; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request rejection vs apply_chat_template crash on tool-call messages; different surfaces." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression vs Pipeline save_pretrained failure; different object lifecycle paths." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both touch serialization, but Pipeline saving and sinq quantized roundtrip are distinct problems." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 vocab_size bug vs patchtsmixer post_init validation change; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted-state_dict load issue vs save_pretrained checkpoint regression; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but they affect different versions and fail for different reasons." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation bug vs Gemma4 bidirectional attention masking; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior vs LlamaConfig head_dim validation; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment bug vs Qwen3.5 checkpoint save regression; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs vs VideoPrism output field mismatch; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; different models and fixes." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config-propagation bugs, but they affect different models and fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder mask bug vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder vs Qwen3.5 MoE load error; different model-loading failures." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP optimizer-state bug vs typo in cache strategies; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad issue vs broad import failures after upgrade; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling vs Trainer import conflict; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs ignored vs variable-length position_ids behavior; different subsystems." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder-mask error vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking breakage; different regressions." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but compiled-file execution and @torch.jit.script parsing are distinct causes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic load-model error vs Gemma pipeline roundtrip failure on a token; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma config attribute bug vs FSDP optimizer-state bug; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict load error vs missing deepstack_visual_indexes field; 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": 24, + "review_unit_index": 56, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:46664|issue:46726", + "issue:43010|issue:43232" + ], + "prepared_review_unit_hash": "c0416d2d6f3368c52932de230d430a7c4d82d9a43b23656a9baad63032dc1e23", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36956, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related by broad Transformers loading/import/regression themes; the candidates describe different code paths, models, and failure modes. I rejected every soft pair because none looks like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43502 is the clearest concrete, user-facing bug in the set: a specific reproducible failure where local_files_only is ignored and network requests are still made.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the best standalone representative here because it is precise, actionable, and clearly scoped compared with the other mostly model-specific, test-only, or unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test flakes: SAM HQ seeding instability vs xdist race on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both touch import cost, but one is about removing import * and the other is a generic intermittent import slowdown; not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific torch.no_grad cache-update bug vs a broad complaint that many models break in v5." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tp-related OOM on a specific Qwen2 model; similar area, different failure mode." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update/autograd bug vs Python version compatibility issue." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression vs patchtsmixer post_init policy; unrelated model/code paths." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific from_pretrained failures affecting different architectures and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict ordering load failure vs incorrect visual encoder keys on save_pretrained; not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import error vs tokenizer loading regression; separate APIs and root causes." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is missing attentions on output and the other is a structure mismatch between text model classes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA ReLU discussion vs DeepSeekV3MoE implementation divergence; completely different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness vs a model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test problems: set_seed omissions vs stale device override behavior." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flake vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change vs video processor num_frames semantics; unrelated features." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Ignoring local_files_only and making network calls vs AddedToken special-argument TypeError." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serve vs FileNotFoundError loading trust_remote_code from cache." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs checkpoint reload compatibility after version upgrade; related theme, but different bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan metadata; different functionality." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression vs model reload compatibility after upgrade; separate issues." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs cache FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only/network behavior vs GLM-5 RoPE implementation discussion; unrelated bugs." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper on a processor vs cache FileNotFoundError; different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "torch.no_grad cache update bug vs dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command vs AttentionInterface.register behavior change; not the same defect." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan metadata vs Qwen3.5 MoE from_pretrained error; related model family but different problem." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting bug on failed training jobs vs tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs performance slowdown after upgrade; different symptoms and causes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 vision/MoE metadata issues: tensor-parallel plan vs dropped visual index field." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Top-level import errors for different symbols; same broad category but not the same missing export." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs missing vision backend causing an unrecognized image processor; separate issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update autograd bug vs generation kwarg update after sync_gpus; different generation-path defects." + } + ] + }, + "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": 24, + "review_unit_index": 57, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:43576|issue:44938", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "1b7273139c03ceeb2ea21dc0f5ca53c5e937b7352ef1c7e37db0fb3aadca6f2c", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is too heterogeneous to collapse into one duplicate set. The soft pairs mostly link unrelated bugs across loading, imports, docs, model-specific regressions, and CLI issues, so none are safe duplicate merges.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: local_files_only network leakage vs an unrelated racoon issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs: offline-loading network requests vs FP8 save_pretrained for moe models." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers vs documentation confusion about forward inputs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() after v5 removals is unrelated to racoon." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are load/reload regressions, but they affect different model/version paths and don\u2019t look like one concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to forward-signature documentation." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file import/runtime errors are different from PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both involve loading regressions, but one is tokenizer loading and the other is a specific model-loading failure." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for is_offline_mode is not the same as the v5 transformers env command bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command failure is unrelated to PreTrainedConfig typing." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer/ReLU discussion." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion is unrelated to the missing layer_type_validation import error." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command is unrelated to missing Qwen2.5-VL exports." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to racoon." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export is not the same bug as trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to racoon." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to TextClassificationPipeline docs." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 import/load failure are different issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs passthrough and the other is attention-interface implementation; not the same fix." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute is unrelated to trust_remote_code cache loading." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bugs and FP8 inference support are related only broadly, not the same concrete code-path problem." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "model_init/Liger Kernel issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure is distinct from PreTrainedModel import failure." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to a cache-strategy typo." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same as a broad v5 breaks-many-models complaint." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems are unrelated to the undefined tf backend error from tensorboard-only installs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to a generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to video num_frames semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Generic Qwen3-VL/Qwen3.5 loading bugs are different from missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior is unrelated to unsafe sys.modules access." + } + ] + }, + "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": 24, + "review_unit_index": 58, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + 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"estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39127, + "estimated_input_tokens": 9782, + "estimated_eval_tokens": 19820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regression reports, model-specific bugs, import/loading issues, and a few unrelated feature/doc items. None of the soft pairs look like the same underlying bug or change, so no soft edge should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report in the set (multiple import errors after a v4.57\u2192v5.5 upgrade), so it is the best representative issue, though the cluster is not truly duplicate-tight.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally useful umbrella among the issues because it captures a broad version-upgrade breakage theme with concrete failure symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a 2D box hallucination and the other is an infinite-loop image case; different bug mechanisms." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different subsystems: Qwen3-VL output bug vs 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checkpoint reload failure and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the broad v5 breakage complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Similar theme of v5 regressions, but these are different reports: import errors versus a generic broad breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Feature/support request for fp8 inference is not the same as asking for a weight-conversion script." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "One is import-time bloat from wildcard imports; the other is a specific module import failure for Qwen3_5." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning is unrelated to Liger Kernel not being applied under model_init." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slows down sometimes versus lazy loading not working properly are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env command breakage is unrelated to scheduler argument propagation." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron flash-attn support error is a different model and code path than Qwen3-VL bbox output issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to Qwen3-VL hallucination/output bugs." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer reading error for position_ids is not the same as an uninformative bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save is a specific serialization bug, not the same as a placeholder bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding and scheduler kwargs forwarding are both kwargs issues, but in different APIs and code paths." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Wildcard-import cleanup causing import bloat is different from failing to import HybridCache." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time cleanup is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility regression is not the same as a broad generic breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and symptoms: Qwen3-VL 2D box errors versus Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression is unrelated to the Qwen3_5 import error." + }, + { + "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 not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading behavior are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Applying Liger Kernel under model_init and flash_attention_3 degenerate training are distinct training-path problems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are separate multimodal processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading failure and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issues and tied-weight-key crashes are different serialization internals." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command breakage is not the same as a model import error." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import wildcard cleanup causing file explosion is unrelated to VRAM leakage across dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-method docs confusion is unrelated to the Llama 3.2 Vision model-loading regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 59, + "review_unit_count": 59, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-493", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "6b1c1e6a7828499a763f5a0f2d06b1dcffff9d657953958369bd5c07ed3bacf4", + "component_budget": { + "node_count": 493, + "item_count": 493, + "soft_pair_count": 1818, + "serialized_chars": 942237, + "estimated_input_tokens": 235560, + "estimated_eval_tokens": 471376 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39759, + "estimated_input_tokens": 9940, + "estimated_eval_tokens": 20136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated feature requests, regressions, import errors, and model-specific bugs. All soft edges should be rejected.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue is safe here; the cluster is heterogeneous. If forced, 45850 is the broadest v5-regression umbrella, but it is too vague to anchor duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the closest global representative because it broadly describes widespread v5 breakage, but it is still too general to be a strong duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-V4 bugs: gating logic vs tensor/dtype transpose behavior." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different subsystems: RoPE implementation vs audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a Qwen3 CausalLM VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network calls and Qwen3VL timestamp math are separate bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 complaint is not the same as a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and missing save_pretrained files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split handling in GLM-MoE is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug and VRAM leak are different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/models with no shared root cause shown." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support request for NemotronH is unrelated to a Qwen3_5 import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2 FA2 support request is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg handling has nothing to do with the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "'Unemployment' is not a technical duplicate of a broad v5 regression complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import failure and the unrelated 'Unemployment' issue are not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different failure sites." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to _get_tied_weight_keys crashing." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/Qwen3.5 support is unrelated to missing processor.save_pretrained files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different requests." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask bug is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to from_pretrained performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and forward-pass documentation confusion are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained error are different problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to FP8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are different implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value and DeepSeek-V4 shared-expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT type-hint issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to kwargs not reaching loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These are different model-specific issues with no shared code path shown." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value bug and a conversion-script typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation is unrelated to a ModernBERT type-hint typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correctness and conversion-script typo are not the same bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERT type hints." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior is unrelated to ModernBERT config typing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "8fec8260f16776351014e5cccc62e6f77637925e25eb5ad9771a4b1cf0c9ec2d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests: truncation direction, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. No pair looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained request, so it is the best representative of the set if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the clearest standalone feature request with a specific API change, making it the most suitable issue to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requested changes: token truncation behavior versus Wav2Vec2 word-level timing offsets. No shared code path or concrete overlap." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One asks for truncation from the beginning, the other for ReduceLROnPlateau-like scheduler functionality. These are unrelated features." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler behavior and speech-model word boundary offsets are unrelated problems with no evidence of a common underlying fix." + } + ] + }, + "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": 24, + "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": "9b7a6c032bbedac159820b693291b78554925b20da433d66a617fd3ebb535936", + "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 true duplicates. #16618 is the broadest model-loading report, but #15980 is specifically about private-model authentication/error messaging and #13244 is about Tapas tokenization, which is unrelated.", + "confidence": 0.84, + "canonical_issue_reason": "#16618 is the most general and central to the cluster theme (model loading), but it does not actually match the more specific auth/error-message report in #15980 or the unrelated tokenization report in #13244.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it is the broadest user-facing model-loading problem in the set; the others are either narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bug domains: Tapas tokenization behavior vs. model loading failure. Shared Transformer context is too broad to treat as the same issue." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model loading, but #15980 is specifically about downloading a private model without login and a bad error message, which is a different underlying problem from a generic 'can't load bert-base-uncased' report." + } + ] + }, + "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": 24, + "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": "a03909d0d4dcd876b4e9c019bf332c63d4054e55b585cfec6d131615aaa6da40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests about expanding support to more architectures, but for different technologies: Flash Attention 2 vs GGUF. They share a broad theme, not the same underlying change or bug.", + "confidence": 0.96, + "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 feature requests with different implementation targets (Flash Attention 2 vs GGUF); same broad support theme is not enough to mark them duplicates." + } + ] + }, + "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": 24, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "e0cb80e98fb90320532098f3e7a6f2a1edf437bbbeaa19364705f3ceb010d3a1", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of separate i18n translation requests. I only see two real duplicate subgroups: the identical placeholder-template issues (43834/44365/44370) and the identical Thai-titled pair (46222/46226). The language-specific requests (Turkish/Spanish/Romanian) are not duplicates of each other or of the other subgroup.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43834 is the best canonical representative of the duplicate placeholder-template subgroup: it is the earliest of the near-identical template issues and has the strongest duplicate links to 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best overall issue to anchor the cluster because it sits in the largest clearly duplicated subgroup; however, the broader cluster is heterogeneous and should not be treated as one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target-language translation requests; only the generic i18n template overlaps." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs placeholder-template issue; same subsystem, but not the same request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request is distinct from the generic placeholder-template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages and different concrete translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate issues, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request does not match the placeholder-template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request vs generic placeholder-template issue; not the same bug/change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different concrete items." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request is not the same as the placeholder-template issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder-template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs placeholder-template issue; same broad topic, different request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is not the same as the generic placeholder-template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title pattern and near-identical body; these look like duplicates of the same template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical template issue with only trivial body variation; same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different visible title/body content; similarity is only from the shared i18n template." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different visible title/body content; not the same concrete issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical bodies; likely duplicate submissions of one issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-template issue vs Thai-titled issue; similarity is too generic." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-template issue vs Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-template issue vs Thai-titled issue; only generic i18n similarity." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-template issue vs Thai-titled issue; not a concrete duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same title and effectively identical content; this is a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative overall. The accepted duplicate subgroups are well supported by the strongest similarities and near-identical titles, and the cross-language pairs are reasonably rejected as distinct requests rather than forced into one cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "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-36817-18", + "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", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "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:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "e184e46770d37ecc759806e29c8390e7f213a7b784e77695730b932363195654", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24146, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated model-request issues that share generic wording like \"add/support model\" and occasionally a family name (e.g. Qwen3), but they do not describe the same underlying bug or the same concrete code-path change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43837 is the most central and broadly connected request in this set, but only as a representative of the cluster\u2019s generic model-support theme; it is not a true duplicate target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43837 has the broadest overlap with the other soft-similarity links and the most plausible role as the cluster representative, even though the underlying requests are different.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and different requested additions; similarity is only in the generic \"add model\" framing." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are unrelated model integrations." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model are distinct model requests with no shared underlying change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different vision models; not the same implementation work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are unrelated modalities and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Object detection model request vs sparse-transformer request; no common fix." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR are different model additions and not one mergeable PR target." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families with different integration work." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request and weight-sparse transformer request are not the same code change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions, not duplicate implementations." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work and Qwen3-ASR support target different models and code paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are distinct requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated changes." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different integrations." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a high level, not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model support and a person-name issue are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS vs ASR for Qwen3 are different capabilities and would not plausibly merge into one PR." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model supports, not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Audio TTS support and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model integrations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are related only by audio domain, not the same change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer support are different implementation efforts." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText are not the same feature." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and a Granite SWA+sink option are different kinds of changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer request and EUPE request are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and different tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model support and a personal-name issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a personal-name issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "6af5a9f58e396d51f852afde52fc10bdebe18ee5d2f504733110623fe8060428", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate cluster should be formed.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and domains (documentation/framework listing vs vision model refactor); no shared bug/change to unify." + } + ] + }, + "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": 24, + "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": "c7b29bdf2763bf9b823eee3cc4c5d6d56ed78401ed299aced689d04d4ef7fdcd", + "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": "The two issues are about different things: one requests set block decoding, the other requests DeepSeek v3.2 support. They do not appear to be duplicates or the same underlying task.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue for a duplicate cluster; issue #43037 is the more specific request, but it is a feature/model-support ask rather than the same problem as #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different scope and intent: block decoding vs adding support for a specific model/version. No shared code path or concrete duplicate signal." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "36e376c195547cda4080df701ba7f6af985ce9ab4fe8d6798dc1f6e47f4f7f2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both concern tiled/efficient model components), but they describe different features/problems in different paths: one is a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other is integrating TiledMLP to reduce memory footprint. Not a duplicate cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request with a specific API surface (`from_pretrained()` flag) and implementation target (TiledFusedLogitsLoss / FLCE).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative because it is a clearly defined change request rather than a broad architectural feature idea.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: FLCE/from_pretrained configuration versus adding TiledMLP for memory savings. They share a general efficiency theme but not the same code path or mergeable 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": 24, + "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": "e5e483ba16f89272fe9a58eaedeba0944cd10ae9bba47b0bf41dcb37c33d0ad4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related through Trainer customizability, 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": 0.91, + "canonical_issue_reason": "If a single representative is needed, #43598 is the broader Trainer behavior issue; #43600 is a narrower FLOPS-accounting concern.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better cluster representative because it centers on a general Trainer customization limitation rather than a specific metric-estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs: `remove_unused_column` customizability vs. FLOPS estimation for custom trainers. No clear shared code-path fix or duplicate problem statement." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 24, + "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": "a34d7638834f54790d5a88d3efe5bc65aa10cf5d5acd413e248c6da0c0a84832", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: issue #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while issue #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different auto-class pathways.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the broader and more generally framed issue, so if a single issue must represent the cluster it is the better anchor; #44405 is a separate feature request for a different task head and model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different requests: Qwen3-Omni registration for causal/conditional generation vs Qwen3.5 sequence classification support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 24, + "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": "0fce065278b0b13361ef2fd32fb3b042a7e1687f75742b0ee654daf3c5f3b0bb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "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 looks like two separate title-only issue groups: one issue titled \"Fett\" and three issues titled \"huggingface \". There isn\u2019t enough substantive content to confidently merge any of them as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" issues, so it is the best representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest cluster representative because it is earliest and matches the repeated title pattern; however, the available evidence is too thin to prove true duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared body details or explicit linkage; similarity is too weak to imply the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of the same bug/report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of the same bug/report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but there is no body content, issue target, or other concrete evidence showing the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same short title, but the issues lack substantive details; discussion activity alone is not enough to confirm duplication." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same short title, but there is no concrete evidence they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "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": "8b14d6dbdf5b0fe328ab00658e46512192532742cda6b3c2e19d6b91693bca2f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate issue reports for the same underlying bug/change; they look like spam or generic placeholder issues with one unrelated documentation request and one unrelated named-topic issue.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-like placeholders; no concrete shared bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam-like placeholders; no evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation request; these are not the same report." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam-like placeholder and a named-topic issue; no shared bug/change is evident." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation enhancement and a spam-like placeholder are not duplicates." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation enhancement and a spam-like placeholder are not duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no concrete issue description to confirm they are the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam-like placeholder and a named-topic issue do not appear to refer to the same bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam-like placeholder and a named-topic issue do not appear to refer to the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 24, + "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": "429b5e07652ce5bd0a6a0a31fc540c0e3a2f696f0ddc2ff733ec546951a97d72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar closed issues with identical titles and comparable body sizes, so they appear to be duplicate reports of the same energy-optimization proposal. #45145 is the best canonical issue because it was opened earlier and already has an inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the more established duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative because it is the earlier of the two and has slightly more link history.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and similar body lengths, plus a soft-similarity signal, indicate these are likely duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical/representative choice is grounded, but the soft-edge verdict and summary overstate the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not demonstrate that the bodies are \"strongly overlapping\" or that the issues are definitively \"near-identical.\" A more conservative conclusion would be that they are likely duplicates / highly similar issues." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 24, + "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": "23ab82cbd62dd377767506170fed5ad66ce9b53c8d497c0595fc797f6197a617", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad level (both are 4-bit inference bugs), but they describe different failure modes, different causes, and different affected code paths, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the better canonical representative because it states a concrete, actionable BitsAndBytesConfig regression with a clear failure mechanism and likely fix scope.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the stronger anchor for the cluster since it has the more specific root-cause description and is easier to map to a fix than the more product-specific Gemma4/audio-module TypeError report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is a Gemma4 audio-module torch.finfo TypeError on uint8 weights while the other is a BitsAndBytesConfig llm_int8_skip_modules bug that clears the default lm_head exclusion and triggers an AssertionError. Different bugs and code paths, so not 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": 17, + "component_count": 24, + "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": "e1fa15601638852fc1efe01935f0d45fb139a1bda90d968fc66c31fadbab6a0f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they are separate, name-and-date-only tickets with no shared bug description, code context, or explicit linkage. This looks more like unrelated spam or placeholder content than a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different person names and birthdates; no overlapping problem statement, code path, or explicit linkage. They do not appear to describe 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": 18, + "component_count": 24, + "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": "821651a2caefa03c8428cd46df4c31f84b0615f4863a69dffb826f83f0890bc2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues have only superficial title similarity (personal names plus dates) and no body, links, or shared targets/files to indicate the same underlying problem. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate target because there is no evidence of a shared bug/report and no richer thread to prefer.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and different dates, and there is no supporting body or cross-reference evidence tying them to 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": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "2b6cb7847064e2a84f409f61cb88ec3cba1702527d8e0ab31dc0f4deebc1e5ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests adding a Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and different underlying requests; no shared code path or concrete duplicate target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "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": "b189030c5faec1da65cff96bb2d035927d06b9e3fb49735542df0e5d2d668bdb", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear exact-duplicate issue pairs: 45870/45871 and 45872/45873. The dataset bundle issue (45869) is distinct, and the cross-pair finance-themed issues are only broadly related, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45872 is the best canonical issue: it is part of an exact duplicate pair with 45873 and has the more detailed, concrete title/body than the other duplicated pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45872 is the strongest overall representative because it is an exact duplicate target and reads like the most substantive, specific issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifacts: dataset bundle listing vs. a financial time-series example; same finance theme only." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifacts: dataset bundle listing vs. a financial time-series example; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles and matching body size/content indicate the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but one is an example and the other is a data+scraping service proposal; not the same concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related topic only; different described change/request, so not a duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad finance/DataForge theme, but the underlying issue descriptions differ." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad finance/DataForge theme, but not the same underlying issue or change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles and matching body size/content indicate the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: 45870/45871 and 45872/45873 are the clear exact-duplicate pairs based on identical titles and matching body lengths, while 45869 is distinct. The cross-pair verdicts stay conservative and do not overclaim duplicates. The only mildly interpretive phrasing is about 45872 being the more detailed canonical representative, but that is reasonably supported by the longer body length and more specific title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "8fdfc273706c2461d1ca34ce8e2fba4833044ed90344a386cadcaf921399b191", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open issues both involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one reports shape corruption leading to `RuntimeError`, the other a `KeyError` in Qwen3.5. They look related, but not clearly the same underlying bug from the titles alone.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the likely root cause (`early_initialization`) and the broader failure mechanism affecting linear-attention layers, while 46441 reads as a model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative for the issue cluster: it is more general, more diagnostic, and more likely to capture the underlying static-cache bug than the specific Qwen3.5 `KeyError` report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but one is a shape-corruption `RuntimeError` and the other is a `KeyError: 'linear_attention'`. That is related, but not enough to confirm the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "999bbe480ac049776de7850daea3939e6138c21fd069f915322926cc6a810109", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-perfect duplicates: identical title, same reported Wav2Vec2CTCTokenizer v5 bug, and matching evidence with no material differences beyond state/activity.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46551 is already closed and appears to be the duplicate resolution target; #46552 is the open twin with the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46551 is the better canonical issue because it is closed, making it the likely original or resolved duplicate anchor for this exact bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug report; no meaningful differences in scope or content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body length, and only differ in state/activity. The duplicate/near-duplicate characterization is conservative, and the soft-edge accept is supported by the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "f4e6771b887e4f4ea9ef2aaed762005b14d58b05f7ca008976fc6661dbd1de38", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. The soft similarity is likely due to shared training context, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the more canonical representative because it names a specific concrete failure mode (tensor size mismatch) rather than a general training symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the better cluster representative, but only as a naming anchor; issue 46692 describes a different problem and should not be merged with it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor shape mismatch vs. out-of-memory after epochs. They share the training domain but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "d93ea258522623e586562dea0b5e79ad697b77578fd1b0beb39c061a7ee62b6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different bugs in different loading paths: ZeRO-3 zero.Init partitioning for a composite multimodal submodule vs 4-bit device_map dispatch incorrectly sending a fitting model to CPU. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46822 is the better canonical representative because it has more discussion activity and an inbound reference, suggesting it is the more established report in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the clearest anchor for this cluster: the title precisely states the failing path (ZeRO-3 zero.Init) and the affected model component (composite minimax_m3_vl language submodule).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different root causes and code paths: one is ZeRO-3 partitioning during initialization, the other is 4-bit auto device mapping with max_memory. They do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 37, + "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": "2d317e8e730bb1563010e39aad4d8d8c98915634312b81ec9dc897929cf803c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target VibeVoice, but they are different changes: one is the base VibeVoice integration, while the other adds a separate realtime variant and an acoustic tokenizer. They overlap in shared model-family scaffolding, but not in the same concrete fix/change set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:40546 is the better canonical representative because it is the foundational VibeVoice implementation, is more mature (more review activity, not a draft), and covers the core model/docs/auto-registry wiring.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:40546 is the best PR to represent the cluster since it is the primary, general VibeVoice integration; pull_request:42781 is a narrower follow-on/realtime extension with additional tokenizer and generation changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: they share the VibeVoice subsystem and some filenames, but 40546 is the base implementation while 42781 adds realtime-specific functionality and an acoustic tokenizer, so they are not the same underlying change and would not plausibly collapse 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": 2, + "component_count": 37, + "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": "f056407654ba3280bac1b0f016e96a253f4b32a1658a093aca7605483905f172", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different codebases and problems: PR 40755 adds covariate-based forecasting to TimesFM, while PR 41224 adds image-classification support for DINOv3. They touch different models, files, and user-facing behaviors, so they are 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": 3, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46707" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46707", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:43823|pull_request:46707", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "b3678af0297bd6fabffd1c55d60b0cdf63ff5aced3a1071ae3475f4883abb252", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38881, + "estimated_input_tokens": 9721, + "estimated_eval_tokens": 19698 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38881, + "estimated_input_tokens": 9721, + "estimated_eval_tokens": 19698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer, processor, model-addition, FSDP, chat parsing, and other unrelated PRs. The only clear duplicate pair is the two `fixed_cross_entropy` patches, which both add `weight`/`label_smoothing` support to the same loss helper.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the strongest canonical choice for the duplicate loss fix: it targets the same `fixed_cross_entropy` code path, has an explicit linked issue (`43240`), and the diff cleanly adds the missing `cross_entropy` kwargs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative PR in this cluster because it is the only concrete duplicate-worthy change and is the more complete/annotated version of that fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes: Mistral tokenizer method additions vs adding the MobileLLM model package. Same broad area of Transformers, but not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer API gaps are unrelated to Executorch dynamic-shape export testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness for AudioFlamingo3/Phi4/Pix2Struct is unrelated to adding a new model checkpoint." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs support and MobileLLM model addition are different changes with no shared concrete code path." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "Executorch dynamic-shape export testing is unrelated to FSDP2 module and migration work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic export tests do not match the Mistral4 model/test fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability tests and MobileLLM model addition are different features." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model scaffolding is unrelated to fixing `cls.config` resolution order." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Falcon output-capture refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon standardized output collection refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon forward-signature refactor and Mistral4 tests/model changes are not the same bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 fixes are unrelated to adding native FSDP2 support and migration code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to the `layrnorm` to `layernorm` checkpoint renaming cleanup." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests are unrelated to serve chat parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and TDT loss kernel integration address different subsystems and different problems." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "Checkpoint renaming for CLIP-like models is unrelated to FSDP2 module migration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 model/test changes are unrelated to the model-creation skill and dataset/doc scaffolding PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill scaffolding PR; they are not the same concrete change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes are unrelated to `cls.config` resolution order changes." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration is unrelated to native FSDP2 module migration." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition and FSDP2 migration are distinct features with no shared bug or code path." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same helper, `fixed_cross_entropy`, to pass supported kwargs through to `nn.functional.cross_entropy` (weight/label_smoothing) and are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about unrelated PRs. The one accepted soft-edge pair, PR 43251 and PR 43254, does look like the same `fixed_cross_entropy` bugfix and plausibly mergeable into a single PR. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 37, + "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": "da3d8afc02083bc4865dea19ed0de1958afae78700fd4e79f9eb02120eee0973", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different concrete maintenance tasks, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more canonical representative of the cluster because it is the broader workflow-actions upgrade and has a clearer stated purpose: Node 24 compatibility across multiple actions.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative PR for the cluster since it covers a wider set of workflow action version bumps and has the strongest overarching rationale.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They both touch GitHub Actions workflows, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action to v6. Different action dependencies and different underlying changes; they could not plausibly be merged into one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 37, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "4709beb06c70804df18af9059b2c84e092c2814debc682689dc81f0954dab76c", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21153, + "estimated_input_tokens": 5289, + "estimated_eval_tokens": 10834 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21153, + "estimated_input_tokens": 5289, + "estimated_eval_tokens": 10834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-addition pull requests that only look similar because they follow the same Transformers integration pattern. The only close pair is the two Step3.7 Flash-related PRs, but one is the core library/model addition and the other is WIP conversion/debug/script work, so I would not merge them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46562 is the best representative PR in this cluster because it is a self-contained core Transformers model addition and is the closest to the only plausible near-duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "If a single PR must stand in for the cluster, pull_request:46562 is the most representative; however, there is no true duplicate PR in this set because the other PRs add different models or ancillary tooling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models entirely: ViT NEPA vs Molmo. Shared docs/auto-registration files are just standard model-integration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Similar repository touchpoints do not indicate the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions with distinct architectures and files; no shared concrete bug or implementation path." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model integrations, not the same underlying feature or fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to generic registration/docs updates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model implementations with different code paths and tests." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3.7 Flash are different model ports; same subsystem touches are not enough to treat them as duplicates." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both are Step3.7 Flash-related, but 46562 is the core Transformers model addition while 46658 is WIP scripts/mini-model/debug tooling; they do not look like the same mergeable code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 37, + "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-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46870" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:46870", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "9984dd03f86687d934d0f1409429c760482c560c5fc5dfd80e33989f2253c50b", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16289, + "estimated_input_tokens": 4073, + "estimated_eval_tokens": 8402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16289, + "estimated_input_tokens": 4073, + "estimated_eval_tokens": 8402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates; they touch unrelated areas (Whisper decoding, placeholder test fixes, FP8 dequantization, generation-config validation, CI memory limits, and ASR pipeline routing).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the best standalone representative because it fixes a concrete code-path bug in generation config validation, has a clear implementation change, and includes broad regression coverage; the others are narrower or unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest overall fix in the cluster: it addresses an actual runtime validation issue, not just test churn or infra tweaks, and is the most clearly actionable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding changes are unrelated to the CLIP/ViT test-only edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding and FP8 dequantization are different subsystems and different bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding is unrelated to generation-config watermark validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Placeholder test assertions do not match the FP8 dequantization fix; no shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test churn in CLIP/ViT is unrelated to generation-config validation behavior." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test placeholder edits are unrelated to the CI memory-limit/integration-test infrastructure change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46870", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to ASR pipeline model-type dispatch." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization and generation-config watermark validation fix different code paths and failures." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 kernel/loading changes are unrelated to CI runner memory patching." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation and Phimoe CI/test-environment changes are not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "96787c350d65fb5414b68dbd0761d4d45ab4b0f306e0f94d0d12881a02e733ee", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are synthetic '[don\u2019t merge]' CI/bot checks, but they exercise different workflows and test paths rather than the same underlying bug or change. None should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out as a true duplicate target; these are separate repository-bot / CI test PRs with different concrete edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the most representative/broadest CI test PR in the group, but it still addresses a different diff-display/self-comment workflow path than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different concrete changes: #43488 tweaks setup/version/dependency and a ViT test fixture, while #46747 only changes the security-gate workflow trigger. Shared 'don't merge' intent is not enough." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are synthetic repo checks, but they target different paths: #43488 is about repo-bot format/dependency/test setup, whereas #43532 edits multiple CI/workflow files and diff-display plumbing. The shared ViT test file is incidental." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch CI workflows, but not the same issue: #43532 focuses on self-comment/diff display and notification behavior, while #46747 changes the PR security-gate trigger. Not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 37, + "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": "326e1084c6112afed205b1b71ef96804a063fb4978295964d62f0c05389576ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add different new pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding/docs patterns and some filenames, but they target different tasks, models, and test suites, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature additions for different segmentation tasks, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "If one had to be picked as the representative PR, #43613 is slightly broader and more complete, but it is not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and codepaths: concept segmentation vs visual segmentation. Shared documentation/registry scaffolding is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 37, + "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": "def51bf3d70149901aeeb2a5266d8d1ad44f2f1fdd2e5b01c78b824a0501dd62", + "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": "The two PRs both touch `trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: one introduces `_loss_is_scaled_for_ga` for training loss scaling, while the other adds `_get_signature_columns` for data column filtering; they fix different behaviors.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a clear best representative for the cluster because they are unrelated changes to different code paths rather than alternative fixes for the same problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different functionality and code paths in `trainer.py`: gradient accumulation loss normalization vs. signature-column extraction/refactor. 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": "pull_request", + "component_index": 11, + "component_count": 37, + "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": "9b32ab8a73ce0fe2512d143c3dfba64ee8f702be503d0ab18b8959f10c46f9c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they fix different runtime-typing problems: one is a broader annotations/postponed-evaluation cleanup, while the other is a targeted workaround for `pydantic` being absent. I would not triage them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two patches address related but distinct TypeAdapter/name-resolution failures with different fixes and different issue targets.", + "best_issue_reason": null, + "best_pr_reason": "43656 is the broader CLI TypeAdapter NameError fix and is the better representative of this cluster, but it is still not a duplicate of 43842.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and symptom family, but the remediations and issue targets differ: 43656 is a general annotations/future-annotations change, while 43842 is specifically for missing-pydantic/TypeAdapter import handling." + } + ] + }, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "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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"summary": "This cluster is mostly a set of parallel standardized-output refactors across unrelated model families. The only strong duplicate/revision family is the GPT-J/CodeGen chain around #44722; the other soft links are mostly same-theme but different code paths.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the best canonical PR: it is the most consolidated GPT-J/CodeGen output-tracing refactor, explicitly spans both files, and looks like the broadest later-stage revision in that concrete code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 is the strongest representative of the cluster because it anchors the clearest duplicate/revision chain in the GPT-J/CodeGen implementation, while the rest of the cluster is mostly separate model-specific variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; 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not enough to merge as the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; same theme, different concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are unrelated model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; similar refactor pattern, but not the same model path." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; only the refactor pattern matches." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR are different concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs Segformer are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2 are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 vs MPT are unrelated models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 vs GPT-Neo; same output-tracing theme only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5 are different concrete fixes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44010", + "accept": false, + "reason": "GPT-Neo vs SqueezeBert are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs TextNet are unrelated implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert vs LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5 are unrelated models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa V2 are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 vs TextNet are unrelated implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT are different code paths; same standardized-output theme is not enough to merge them." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 looks like the broader later revision of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing code path; 44722 broadens the refactor to CodeGen and appears to supersede the earlier GPT-J-only variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs RegNet/ResNet/RT-DETR are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5 are different concrete fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 vs SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 vs ViLT are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but two soft-edge accepts go beyond what the packet supports. In the packet, both 44066\u219444085 and 44018\u219444068 are only soft-similarity links and are marked deterministic_accept=false; the evidence shows a shared refactor theme, but not enough to confidently call them the same change or a clear superseding revision. The accepted verdicts and wording like \u201clater revision\u201d / \u201csame change\u201d overstate mergeability. The GPT-J\u219444722 links look stronger, but the two earlier accepts are not conservative enough, so I can\u2019t accept the review as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "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": "040c8d5b36d768ef552bf5f1da20a367f49130eb7dd93ec468067db21dc56870", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "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 share the same broad theme\u2014migrating model code to standardized output tracing/capture\u2014but they target different model implementations and code paths. They are related, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR is a separate model-specific refactor, so they should not be collapsed into one duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "44010 is a good representative because it is a focused single-model refactor with review activity, but it still is not the same change as the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but one is for VisualBert and the other for TextNet; different model code paths, not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert: same refactor pattern, but different model implementations and tracing hooks, so not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are distinct model-specific migrations; they do not fix the same concrete bug or change the same code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific output tracing updates; too broad to treat as duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5 are separate code paths, and the explicit issue target on 44129 does not make it the same change as 44010." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "025e3e57519228e405648a44aa619664b6be39ee54abf987f97b89cfea68f867", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40182, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40182, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of separate model-specific output-tracing refactors, not a single duplicated bug/change. The PRs share a mechanical pattern (`can_return_tuple`, output capture, signature cleanup), but each targets different model code paths, so they should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative single PR in the set: it is a substantial tracing refactor and spans two related model files (`mamba` and `falcon_mamba`), making it the broadest exemplar of the cluster's theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 best represents the cluster because it applies the output-tracing refactor across multiple related implementations and introduces the shared tracing utilities, so it is the strongest single anchor for this series.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families and code paths (`timm_backbone` vs `upernet`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing cleanups, but they touch unrelated model implementations and are not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `univnet`); similar mechanics only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families and fixes; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations; same refactor pattern but not the same code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model targets (`mobilenet_v1` vs `univnet`); only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model code paths, so this is not one shared bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; too broad to treat as a duplicate/mergeable PR pair." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Touches different architectures and files; same refactor style only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrapper vs MobileNet implementation; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are tracing refactors, but they target unrelated models and concrete code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model implementations; not one underlying bug or mergeable fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths (`vision_text_dual_encoder` vs `falcon_mamba`/`mamba`)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Same broad refactor theme, but different model families and behavior surfaces." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate models with only superficial similarity in tracing cleanup." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different underlying implementations; not a single concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Unrelated model code paths; too broad to merge as duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different subsystems (`upernet` vs `rwkv`); same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Not the same model family or code-path issue." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba`/`falcon_mamba` tracing refactor is unrelated to `superpoint`." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different concrete implementations; both refactors but not one shared bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` output tracing and `codegen` cache/output cleanup are separate changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and behavior surfaces; not mergeable into one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Distinct code paths; similar mechanical cleanup only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; same theme but not the same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder-decoder and depth models; only the refactor pattern is shared." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths and behavior; not a duplicate PR pair." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (`depth_anything` vs `rwkv`); same tracing refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Unrelated model families; not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model subsystems and code paths; only broadly similar cleanup." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models and implementation details; not mergeable as one change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model code paths (`vision_encoder_decoder` vs `superpoint`)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; same output-tracing style but not the same change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and behavior surfaces; not a shared bug or fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated code paths (`speech_encoder_decoder` vs `rwkv`)." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; only mechanically similar." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different subsystems and code paths; not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model families; same broad refactor pattern only." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (`rwkv` vs `dpr`); not one concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "6a00dedccffd0ae2d9d2014687d93d82891c0099325c25aae4d36cddf9e54d7d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated model-addition PRs that overlap on shared registration/docs scaffolding, but they implement different models and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the better cluster representative: it is a fuller, non-draft implementation with substantial review activity, whereas 45401 is a draft and centered on a different model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the strongest PR in the set overall because it looks more mature and complete, while 45401 is still draft and targets a separate TTS model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: they add different models (PenguinVL vs Voxtral TTS) and different concrete implementations; shared auto/docs files are boilerplate, not evidence of 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": 16, + "component_count": 37, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "5fb1fcb961faca3770c03fd259d072c9e5eddba3bd41cae35eb67592916f4d0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4268, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4268, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates and do not appear to fix the same underlying problem. One is a workflow experiment to convert PRs to draft, while the other changes CI routing and includes unrelated code/test edits.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs address different code paths and different goals, so they should not be deduplicated.", + "best_issue_reason": null, + "best_pr_reason": "46845 is the better representative PR only because it is more substantive and clearly described; however, it is still not a duplicate of 44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changesets and purposes: 44965 edits the docs workflow to draft PRs, while 46845 changes CI caller behavior and touches modeling/tests. They are not the same fix 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 + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 37, + "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": "811484f705810b83e92993131183cdedd977ee1e4bd83d7ce18d6bcb6621370a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related in the broad area of module/kernel fusion, but they implement different layers of the feature: one adds a foundational Module Fusion API, the other wires up KernelConfig-based n-to-1 fusion across model loading and integrations. They are not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more complete, user-facing implementation of KernelConfig-driven fusion and includes the integration plumbing; PR 44979 is a narrower foundational API addition.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 best represents the cluster because it covers the broader end-to-end fusion workflow and is the more likely integration target for users.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not merge: these are related but distinct. 44979 introduces a new Module Fusion API file and tests, while 45363 implements KernelConfig-based n-to-1 kernel fusion across model loading/integrations plus an example. Different concrete code paths and scopes." + } + ] + }, + "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": 37, + "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": "bef5eb568f289e011361bfde676f57f1fe405aac454caf57dd728fbb2456027c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus accompanying test coverage, making it the more complete change for the same bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative PR for this cluster: same concrete fix, same target issue, and additional tests that strengthen the patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path fix in `src/transformers/tokenization_utils_tokenizers.py`; the later PR is a superset with tests, so these are effectively duplicate fixes." + } + ] + }, + "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": 37, + "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": "1d204ae0488bf397186b773e002b7a3f6ebf9e8cbbe7c570ba1356e072cbf908", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH workstreams but not the same underlying change: one is a conversion/refactor to GraniteMoeHybrid-compatible naming, the other is a broader model split introducing nemotron_h_dense and nemotron_h_sparse plus docs/tests.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "45569 is the better representative PR because it implements the larger end-user change set, including the new dense/sparse model variants, backward-compat dispatcher, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the strongest cluster representative; 45115 is a narrower internal refactor focused on conversion mapping and model inheritance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH infrastructure files, but the concrete changes differ: 45115 is a refactor/conversion mapping update, while 45569 splits NemotronH into dense/sparse implementations with docs and tests. They do not look like the same 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": 20, + "component_count": 37, + "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": "101b1bf29a6015831cb3c340d25fba152e7e240e806cb532adde5e54770d278a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related feature PRs, but not duplicates: PR 45333 covers heterogeneous configuration support only, while PR 45332 is a broader heterogeneous model support change that includes configuration plus modeling/runtime integration. The overlap is substantial, but the underlying scope is not the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical PR because it is the superset change: it includes the per-layer configuration work from 45333 plus the additional modeling, cache/masking, and integration pieces needed for full heterogeneous model support.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative of the overall feature area because it is the more complete implementation and subsumes the narrower config-only PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject as a duplicate: 45333 is only the configuration subset, while 45332 extends into broader modeling/runtime support. They share files and theme, but they are not the same concrete change and would not be cleanly merged as one PR without changing 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": 37, + "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-45346-2", + "nodes": [ + "pull_request:45346", + "pull_request:46818" + ], + "soft_pairs": [ + "pull_request:45346|pull_request:46818" + ], + "prepared_review_unit_hash": "cbe725702f1e649da2a56fdd6cc8568f745b796231ee385c5c9a5aa9c05dbf72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5600, + "estimated_input_tokens": 1400, + "estimated_eval_tokens": 3056 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5600, + "estimated_input_tokens": 1400, + "estimated_eval_tokens": 3056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one is a small regression-test tweak for MoE router logits in Mixtral/Qwen2-MoE, while the other is a broad expert-parallel/DeepGEMM fix covering router contract and FP8 scale handling across many models.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "46818 is the stronger representative PR: it contains the substantive implementation fix across core model/integration code, whereas 45346 is narrowly a test-only regression check for a different bug class.", + "best_issue_reason": null, + "best_pr_reason": "46818 best fits the cluster as the most impactful and technically central PR, with direct code-path changes and broader model coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45346", + "right": "pull_request:46818", + "accept": false, + "reason": "Reject: they address different underlying problems. 45346 checks that MoE router_logits are raw logits in Mixtral/Qwen2-MoE tests; 46818 fixes EP router behavior and FP8 scale format handling in DeepGEMM and multiple model implementations." + } + ] + }, + "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": 37, + "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": "242447b1468505486110778daa98335f37d3e9fb174c8e1de1efd6e49fff0434", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5512, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related, but they address different problems: PR 45415 is a broad repo-wide type-checking cleanup, while PR 45425 adds specific typing protocols and helpers for modeling_utils/PEFT-related code paths. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the better canonical representative for the cluster because it is the broader umbrella change focused on enabling type checking across many transformers modules and updating type-ignore policy.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the strongest representative of the broader typing-work theme; it has the widest surface area and most clearly defines the overarching type-checking cleanup effort.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: these are related only by theme. 45415 is a broad type-checking pass across many files plus pyproject ignores, while 45425 adds specific typing protocols and annotations for a narrower set of modeling/PEFT utilities. Different underlying changes 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": 23, + "component_count": 37, + "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": "ee653498f67adfb4af474e4f67ee1f21b793cdfc3db0ca548157fca4b1da7d91", + "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 loading, but they fix different bugs in different code paths: one preserves distributed config/has_ep for accelerate + ZeRO-3 loading, the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related, but not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR here; the two PRs address distinct expert-parallel loading failures rather than the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the better representative of the cluster\u2019s broader EP loading problem space: it fixes a concrete parameter materialization path with multiple code changes and a clearer runtime failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related EP work, but different bugs: 45548 preserves distributed_config/has_ep for ZeRO-3 loading via accelerate launch, while 45662 fixes expert params being overwritten after sharding/broadcast in FSDP2. Not the same code-path problem and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 37, + "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": "0eaf480bec6bd7f697db59bcef05e0fee9a94bbc3a9e4e2ca514fdb57a736193", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related to the same xdist/captured_info effort, but they are not duplicates: one fixes how debug logs are written in test code, while the other updates CI to read multiple artifact files and preserve logs.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45639 is the more canonical code fix: it directly addresses the xdist-safe captured_info write path in `testing_utils.py`, which is the core bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 45639 is the best representative because it focuses on the underlying collision bug without mixing in CI workflow changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": false, + "reason": "Related, but not the same concrete change: 45639 makes debug log writes xdist-safe in `testing_utils.py`, while 45645 mainly adapts CI/workflow handling and log collection around that behavior. They could be coordinated, but they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 37, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "19c0bdf7b9f8e3f0539753ce58e0cad71b07bf3e39c02c55c032ebb9b786f1ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that both apply automated linter-driven refactors across model implementations, but they target different underlying rules and code paths: TRF003 tuple-return handling in forwards vs. TRF018 weight-initialization patterns. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46259 is the more representative cluster item: a broad modeling-rule refactor with substantial multi-file coverage and clear, coherent scope around initialization logic.", + "best_issue_reason": null, + "best_pr_reason": "PR #46259 is the best single representative because it is the larger, more central modeling-rule change; #45720 is a separate forward-signature rule change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different concrete behaviors: #45720 changes forward return-tuple handling, while #46259 changes model weight initialization. Shared model filenames do not make them the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 37, + "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": 37, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "a62807c5a097ad0dce6286c9922fb307ebe1f7843cb5ccfaee09fd41a2d63e95", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are testing-related, but they are not the same change: #45932 is a mixed grafana/CI/model patch, while #46100 is a focused test-migration PR. They do not appear to address the same underlying bug or code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46100 is the cleaner, self-contained change with a clear test-migration intent; #45932 is a noisy mix of CI secrets and model edits, so it is not a good canonical representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the most suitable representative in this cluster because its scope is narrow and coherent, whereas #45932 bundles unrelated workflow and model changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different scopes and purposes: #45932 adds CI secret wiring and touches multiple model files, while #46100 adds DDP/kernel and model test files for a test migration. They are not the same underlying bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "3461742bcbfef783957e5249230a4f92709e6549876e49ef5119a641ce00bd1d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs overlap in the distributed subsystem, but they are not the same change: 46126 adds EP + Trainer integration for DistributedConfig, while 46269 is a broad distributed branch-base PR with CI and many unrelated edits.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "46126 is the more focused, single-purpose change; 46269 is an umbrella branch-base PR spanning many distributed areas, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "46126 is the best representative for the cluster because it has one concrete feature goal, whereas 46269 is a mixed, broad integration branch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only at a broad distributed-subsystem level. 46126 is specifically EP + Trainer integration, while 46269 is a wide branch-base/refactor PR touching CI and many files, so they do not look like the same underlying change or a plausible single merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "d7dab3bfb64af42530fb5a97fdcfc08df5be666cec1382c5ad4fced85a86e6ce", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25932, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25932, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are workflow-maintenance PRs, but they split into several different fixes across different files. The strongest mini-cluster is the pr-ci-security-gate.yml set, yet each PR changes a different behavior, so none of the suggested soft pairs are true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central of the pr-ci-security-gate.yml edits; it changes the actual security-check logic rather than a smaller permission or comment tweak.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the clearest representative of the only tight subgroup, but it still is not a duplicate of the other PRs because it fixes a different part of the workflow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different changes; no same underlying bug or code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow fixes: stdin handling in self-comment CI vs PR CI security-gate permissions." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow behavior; one updates comment handling, the other switches the security-gate workflow wiring." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow behaviors in different PRs; not the same fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and purposes: self-comment CI input handling vs build-ci image tag detection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and distinct changes; no shared bug or mergeable single fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner hardening vs anti-slop permissions move; separate fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening vs reviewer assignment checkout tweak; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different failure modes; not the same underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner changes are unrelated to PR CI security-gate permission/approval changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow edits, but they address different jobs and different behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permission adjustment and reviewer assignment checkout ref are separate fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes; not the same bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and distinct concerns; no shared concrete issue." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref and benchmark dispatch enablement are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows with different behavior changes; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Reviewer workflow tweak vs PR CI security-gate logic; different problems." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and build-ci image tag detection are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths; no common fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci docker tag parsing vs PR CI security-gate checks are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and different workflow behavior; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but one adds checkout/diff checks while the other changes permissions and approval gating; different fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but the changes are unrelated: security checks vs reusable-workflow note/wiring." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate edits: checkout/diff logic versus secrets inheritance hardening." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow, but they fix different aspects and would not merge into one PR." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating change vs secrets handling change; distinct fixes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow comment/wiring change and secrets: {} are separate changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci image tag handling and PR CI security-gate secrets policy are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 37, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "088f6356b7bca165e1e99b1da9c305e6377a5edd2101d81ac6b1d1252f7990ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a thematic level: both replace fragile source-file opening with safer source inspection, but they target different modules, different call sites, and different concrete behaviors. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46207 is the better canonical PR because it has a clearly scoped bug in one code path (`_can_set_attn_implementation`) and includes test coverage, making it the more concrete representative change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46207 is the strongest representative for the cluster: it is self-contained, has a precise behavioral target, and is easier to merge independently than the more utility-style refactor in 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Reject: both mention avoiding `open()` on source, but they fix different code paths in different files (`import_utils.py` vs `modeling_utils.py`) and do not appear to address the same underlying bug or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "aeb0a3c7c14d81d0fd14556ea76cb164814d81c577d3ec55eda45439fc1420fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same off-by-one right-window boundary bug in the sliding window mask logic; PR 46546 is the broader and more complete patch, adding tests and also correcting the same pattern in Gemma4.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the stronger canonical choice because it fixes the same boundary error in Moonshine streaming, includes the modular file update, adds tests, and extends the same fix to Gemma4 as part of a broader but coherent patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best overall candidate because it addresses the concrete right-window boundary bug with the most complete coverage and validation, while still matching the same underlying fix as the narrower Moonshine-only PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Accept: both PRs correct the same off-by-one right-window mask boundary in Moonshine streaming. PR 46546 is a superset-style patch with the same fix plus tests and an additional Gemma4 instance of the identical bug, so they plausibly belong to one change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 37, + "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-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46850" + ], + "prepared_review_unit_hash": "6570f8a0d2a5fef972434e0bb01270f266ffed36bd267e133d398ee4f9777d0c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14036, + "estimated_input_tokens": 3509, + "estimated_eval_tokens": 7274 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14036, + "estimated_input_tokens": 3509, + "estimated_eval_tokens": 7274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated feature additions/bugfixes across different model families and subsystems; there is no duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No issue is present in the cluster, so there is no canonical issue to select.", + "canonical_pr_reason": "No single canonical PR exists: the PRs cover distinct changes (continuous batching multimodal support, HunYuan VL, RADIO, Nemotron Omni, and a Gemma masking fix) with no shared underlying code-path bug or mergeable duplicate.", + "best_issue_reason": "No issue candidate exists in this cluster.", + "best_pr_reason": "No best PR for deduplication purposes; the PRs are independent and should be triaged separately rather than merged as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Continuous batching multimodal support and a new HunYuan VL model are different features in different code paths; not the same underlying change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Multimodal continuous batching and RADIO model support are unrelated subsystems and model families; no shared concrete bug or fix." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "RADIO model support and Nemotron Omni support are separate model integrations with different files and objectives; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model support and Gemma sliding-window masking fixes address entirely different code paths; they are not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "2c58a0134382057f0f139cbc3cfbfff7ef30b7facaf4766dc49c91b48dfc677b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping of leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class loading for specific checkpoints. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46574 is the better representative of the cluster because it is a narrowly scoped, concrete bug fix with an explicit decode-path correction and targeted test coverage; PR 46580 is a separate tokenizer-class routing change for different checkpoints.", + "best_issue_reason": null, + "best_pr_reason": "PR 46574 is the strongest single artifact here: it addresses a clearly reproduced user-facing regression in one code path and has a self-contained fix. PR 46580 solves a different model-loading issue in a broader registry/dispatch path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different models and different failure modes: CodeLlama decode stripping vs. DeepSeek checkpoint tokenizer-class selection. They do not look like the same underlying bug or a mergeable single 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": 35, + "component_count": 37, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "2fcd9e250be12534b952f1a9f4d8bb43986d48c656661902b04b8f12b59be1c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Mistral PRs touch the same package, but they address different changes: one refactors/moves the existing MistralConverter, while the other adds tekken tokenizer detection/conversion/save support. They should not be clustered as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader functional change: it adds tekken tokenizer detection, conversion, and save utilities, whereas #46603 is mainly a code move/refactor of MistralConverter into the integrations package.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best representative of the cluster because it introduces the substantive new Mistral tokenizer behavior rather than only relocating existing code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "They share the Mistral subsystem and files, but the underlying changes are different: #46603 moves MistralConverter into a new package, while #46604 adds tekken tokenizer detection/conversion/save utilities. Not the same bug/change and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 37, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46831" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46781", + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46831" + ], + "prepared_review_unit_hash": "02c0bbe6b2326724782c025b208f70109da8fe90df49b06f375d1b91eb1d7449", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10050, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 10050, + "estimated_input_tokens": 2513, + "estimated_eval_tokens": 5282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These four PRs look like separate bug fixes in different model families and code paths: Mamba2/Zamba2 speculative decode, batch-size-1 padding mask handling, QuantizedCache on hybrid SSM+attention models, and Qwen3.5/Qwen3-Next CPU offload hook ordering. They are superficially similar but not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "Different failure modes: 46741 fixes cached single-token decoding state handling in Mamba2/Zamba2/Nemotron-H, while 46781 fixes QuantizedCache construction for hybrid layer types. Not the same code-path bug." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "46741 targets speculative/chunked prefill and recurrent state reuse; 46773 fixes padding-mask application when batch size is 1. Different logic and symptoms." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46831", + "accept": false, + "reason": "46741 is about cached Mamba-style state updates; 46831 is about invoking the conv1d hook under CPU offload for Qwen models. Distinct mechanisms and model families." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "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-46833-2", + "nodes": [ + "pull_request:46833", + "pull_request:46874" + ], + "soft_pairs": [ + "pull_request:46833|pull_request:46874" + ], + "prepared_review_unit_hash": "93e1f882343079a9b84c747b72053e45e00de0df84e88c6c624426deb28f0688", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4872, + "estimated_input_tokens": 1218, + "estimated_eval_tokens": 2692 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4872, + "estimated_input_tokens": 1218, + "estimated_eval_tokens": 2692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same misplaced `[-1]` indexing bug in decoder projection when `num_feature_levels` exceeds backbone outputs. PR 46833 is the broader umbrella fix across multiple RT-DETR-family model files and includes tests, while 46874 is a narrower RT-DETR-only variant of the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46833 is the better canonical PR because it covers the broader set of affected RT-DETR-family implementations and includes regression coverage, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46833 is the best representative because it addresses the concrete indexing bug across all touched model variants, not just one implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46833", + "right": "pull_request:46874", + "accept": true, + "reason": "Same concrete bug and same fix pattern (`encoder_outputs.last_hidden_state[-1]` vs `(...)[-1]`) in the RT-DETR decoder projection path; the broader PR could plausibly absorb the narrower one." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/manifest.json b/snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..544e372db8616dd71aec9d4eaf15390a6fef4b72 --- /dev/null +++ b/snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260625t120018z", + "artifacts": { + "hybrid": "snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-25T12:13:16Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260625T120018Z", + "variant": "hybrid" +} diff --git a/snapshots/20260625T120018Z/manifest.json b/snapshots/20260625T120018Z/manifest.json index 5c83c8602d546ff1b8156bc9ef039f9d991fa388..e3cb957f7499aed561b80907541a037738e10a17 100644 --- a/snapshots/20260625T120018Z/manifest.json +++ b/snapshots/20260625T120018Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1213 }, "extracted_at": "2026-06-25T12:00:18Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260625t120018z", + "runs": { + "hybrid-model-20260625t120018z": { + "analysis_id": "hybrid-model-20260625t120018z", + "artifacts": { + "hybrid": "snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260625T120018Z/analysis-runs/hybrid-model-20260625t120018z/manifest.json", + "model": null, + "published_at": "2026-06-25T12:13:16Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260625T120018Z", "watermark": {